train_weights_yolov5s.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#Train with weight yolov5s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python train.py --data voc2012.yaml --epochs 50 --weights yolov5s.pt &"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(base) minhh@z790:~/workspace/yolo/yolov5$ train: weights=yolov5s.pt, cfg=, data=voc2012.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=50, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, evolve_population=data/hyps, resume_evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest, ndjson_console=False, ndjson_file=False\n",
    "github: ⚠️ YOLOv5 is out of date by 2840 commits. Use 'git pull ultralytics master' or 'git clone https://github.com/ultralytics/yolov5' to update.\n",
    "YOLOv5 🚀 e787d2f7 Python-3.12.4 torch-2.3.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3090, 24245MiB)\n",
    "\n",
    "hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n",
    "Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet\n",
    "TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
    "\n",
    "                 from  n    params  module                                  arguments                     \n",
    "  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n",
    "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
    "  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n",
    "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
    "  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n",
    "  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n",
    "  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n",
    "  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              a\n",
    "  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n",
    "  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n",
    " 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
    " 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
    " 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n",
    " 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n",
    " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
    " 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
    " 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n",
    " 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n",
    " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
    " 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n",
    " 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n",
    " 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
    " 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n",
    " 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n",
    " 24      [17, 20, 23]  1    229245  models.yolo.Detect                      [80, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
    "Model summary: 214 layers, 7235389 parameters, 7235389 gradients, 16.6 GFLOPs\n",
    "\n",
    "Transferred 349/349 items from yolov5s.pt\n",
    "AMP: checks passed ✅\n",
    "freezing model.0.conv.weight\n",
    "freezing model.0.bn.weight\n",
    "freezing model.0.bn.bias\n",
    "optimizer: SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias\n",
    "train: Scanning /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/labels/train.cache... 11987 images, 7 backgrounds, 0 corrupt: 100%|██████████| 11987/11987 [00:00<?, ?it/s]\n",
    "val: Scanning /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/labels/val.cache... 3425 images, 1 backgrounds, 0 corrupt: 100%|██████████| 3425/3425 [00:00<?, ?it/s]\n",
    "\n",
    "AutoAnchor: 2.29 anchors/target, 0.999 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
    "Plotting labels to runs/train/exp/labels.jpg... \n",
    "Image sizes 640 train, 640 val\n",
    "Using 8 dataloader workers\n",
    "Logging results to runs/train/exp\n",
    "Starting training for 50 epochs...\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       0/49      3.21G    0.05286    0.04205    0.03934         16        640: 100%|██████████| 750/750 [01:23<00:00,  8.98it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:09<00:00, 11.07it/s]\n",
    "                   all       3425       7416      0.376      0.383      0.325       0.13\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       1/49      5.67G    0.04413    0.03884    0.03471         18        640: 100%|██████████| 750/750 [01:20<00:00,  9.29it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:09<00:00, 11.63it/s]\n",
    "                   all       3425       7416      0.294      0.348       0.23     0.0861\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       2/49      5.67G     0.0444    0.03878    0.03684         62        640:  58%|█████▊    | 434/750 [00:46<00:32,  9.62it/s]^C\n",
    "       2/49      5.67G    0.04519    0.03896    0.03855         13        640: 100%|██████████| 750/750 [01:20<00:00,  9.27it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:09<00:00, 11.17it/s]\n",
    "                   all       3425       7416      0.188      0.198     0.0873     0.0235\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       3/49      5.67G    0.04582    0.03918    0.04154         18        640: 100%|██████████| 750/750 [01:21<00:00,  9.26it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:09<00:00, 11.34it/s]\n",
    "                   all       3425       7416      0.276      0.233      0.164     0.0576\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       4/49      5.67G    0.04387    0.03897    0.03978         18        640: 100%|██████████| 750/750 [01:20<00:00,  9.27it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:09<00:00, 11.26it/s]\n",
    "                   all       3425       7416      0.279      0.267      0.187     0.0692\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       5/49      5.67G    0.04299    0.03883    0.03803         16        640: 100%|██████████| 750/750 [02:11<00:00,  5.70it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.10it/s]\n",
    "                   all       3425       7416      0.294      0.303      0.196     0.0737\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       6/49      5.67G    0.04229    0.03897    0.03689         35        640: 100%|██████████| 750/750 [02:38<00:00,  4.73it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.25it/s]\n",
    "                   all       3425       7416      0.246      0.306      0.171     0.0621\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       7/49      5.67G    0.04155    0.03877    0.03744         14        640: 100%|██████████| 750/750 [02:27<00:00,  5.07it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.30it/s]\n",
    "                   all       3425       7416      0.309      0.329      0.241     0.0995\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       8/49      5.67G    0.04107     0.0388    0.03693         21        640: 100%|██████████| 750/750 [02:32<00:00,  4.91it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.88it/s]\n",
    "                   all       3425       7416      0.295       0.35      0.228     0.0924\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       9/49      5.67G    0.04144    0.03937    0.03579         83        640:  80%|████████  | 602/750 [02:07<00:39,  3.72it/s]\n",
    "        Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      11/49      5.67G    0.03999    0.03877    0.03354         21        640: 100%|██████████| 750/750 [02:34<00:00,  4.85it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.47it/s]\n",
    "                   all       3425       7416      0.364      0.378      0.277      0.121\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      12/49      5.67G    0.04018    0.03836    0.03409         11        640: 100%|██████████| 750/750 [02:32<00:00,  4.91it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.72it/s]\n",
    "                   all       3425       7416      0.297      0.358      0.249      0.103\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      13/49      5.67G    0.04004    0.03821    0.03411          8        640: 100%|██████████| 750/750 [02:32<00:00,  4.91it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.45it/s]\n",
    "                   all       3425       7416      0.342      0.394      0.274      0.112\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      14/49      5.67G    0.03904    0.03854    0.03296         15        640: 100%|██████████| 750/750 [02:32<00:00,  4.92it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.60it/s]\n",
    "                   all       3425       7416      0.329      0.388      0.284      0.128\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      15/49      5.67G    0.03882    0.03848    0.03338         17        640: 100%|██████████| 750/750 [02:44<00:00,  4.56it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  4.99it/s]\n",
    "                   all       3425       7416      0.333      0.353       0.26       0.11\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      16/49      5.67G    0.03922    0.03824    0.03367         12        640: 100%|██████████| 750/750 [02:38<00:00,  4.72it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.32it/s]\n",
    "                   all       3425       7416      0.356      0.406      0.299      0.132\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      17/49      5.67G    0.03896    0.03844    0.03314         10        640: 100%|██████████| 750/750 [02:39<00:00,  4.70it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.26it/s]\n",
    "                   all       3425       7416       0.35      0.384      0.268      0.121\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      18/49      5.67G    0.03889    0.03842    0.03235         21        640: 100%|██████████| 750/750 [02:34<00:00,  4.87it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  4.92it/s]\n",
    "                   all       3425       7416      0.349      0.416       0.29      0.131\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      19/49      5.67G    0.03894    0.03795    0.03163         16        640: 100%|██████████| 750/750 [02:39<00:00,  4.72it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.16it/s]\n",
    "                   all       3425       7416      0.349      0.422      0.329      0.153\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      20/49      5.67G    0.03875    0.03824    0.03139          8        640: 100%|██████████| 750/750 [02:37<00:00,  4.77it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:22<00:00,  4.82it/s]\n",
    "                   all       3425       7416      0.332       0.43      0.289      0.133\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      21/49      5.67G    0.03816    0.03816    0.03095         33        640: 100%|██████████| 750/750 [02:37<00:00,  4.76it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:25<00:00,  4.27it/s]\n",
    "                   all       3425       7416      0.368      0.425      0.307      0.137\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      22/49      5.67G    0.03746    0.03792    0.02999         15        640: 100%|██████████| 750/750 [02:37<00:00,  4.76it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  5.00it/s]\n",
    "                   all       3425       7416      0.363      0.422      0.309       0.14\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      23/49      5.67G    0.03789     0.0379    0.03069         15        640: 100%|██████████| 750/750 [02:35<00:00,  4.82it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.83it/s]\n",
    "                   all       3425       7416      0.388      0.445      0.346      0.162\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      24/49      5.67G    0.03738    0.03765    0.03032         10        640: 100%|██████████| 750/750 [02:36<00:00,  4.78it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.98it/s]\n",
    "                   all       3425       7416      0.375      0.453      0.325      0.149\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      25/49      5.67G    0.03652    0.03796    0.02953         24        640: 100%|██████████| 750/750 [02:34<00:00,  4.84it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  4.97it/s]\n",
    "                   all       3425       7416       0.38      0.449      0.329      0.158\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      26/49      5.67G    0.03742    0.03778    0.02944         19        640: 100%|██████████| 750/750 [02:37<00:00,  4.76it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:23<00:00,  4.55it/s]\n",
    "                   all       3425       7416      0.356      0.448      0.317      0.146\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      27/49      5.67G    0.03711    0.03784    0.03005         12        640: 100%|██████████| 750/750 [02:41<00:00,  4.64it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:23<00:00,  4.54it/s]\n",
    "                   all       3425       7416      0.375      0.463      0.343      0.157\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      28/49      5.67G    0.03622    0.03759    0.02847          7        640: 100%|██████████| 750/750 [02:30<00:00,  4.97it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:16<00:00,  6.38it/s]\n",
    "                   all       3425       7416      0.384      0.475      0.341       0.16\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      29/49      5.67G    0.03661    0.03773      0.028         12        640: 100%|██████████| 750/750 [02:44<00:00,  4.57it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  5.01it/s]\n",
    "                   all       3425       7416      0.372       0.46      0.347      0.163\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      30/49      5.67G    0.03748     0.0378      0.029          9        640: 100%|██████████| 750/750 [02:20<00:00,  5.33it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.07it/s]\n",
    "                   all       3425       7416      0.384      0.472      0.341      0.165\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      31/49      5.67G    0.03703    0.03752     0.0291         17        640: 100%|██████████| 750/750 [02:36<00:00,  4.78it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:14<00:00,  7.39it/s]\n",
    "                   all       3425       7416      0.366      0.483      0.344      0.164\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      32/49      5.67G    0.03629    0.03724    0.02765         19        640: 100%|██████████| 750/750 [02:44<00:00,  4.55it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.37it/s]\n",
    "                   all       3425       7416       0.38      0.482      0.347      0.167\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      33/49      5.67G    0.03623    0.03724    0.02764          7        640: 100%|██████████| 750/750 [02:34<00:00,  4.86it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.38it/s]\n",
    "                   all       3425       7416      0.387      0.486      0.358      0.177\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      34/49      5.67G    0.03594    0.03753    0.02751         17        640: 100%|██████████| 750/750 [02:30<00:00,  4.98it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:22<00:00,  4.85it/s]\n",
    "                   all       3425       7416       0.38      0.502      0.357      0.177\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      35/49      5.67G    0.03616    0.03733    0.02679         18        640: 100%|██████████| 750/750 [02:33<00:00,  4.89it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.62it/s]\n",
    "                   all       3425       7416       0.38      0.501      0.348       0.17\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      36/49      5.67G    0.03615    0.03738    0.02707          7        640: 100%|██████████| 750/750 [02:32<00:00,  4.93it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.33it/s]\n",
    "                   all       3425       7416      0.394      0.508      0.371      0.185\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      37/49      5.67G    0.03576     0.0373    0.02596         15        640: 100%|██████████| 750/750 [02:36<00:00,  4.78it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.04it/s]\n",
    "                   all       3425       7416      0.387      0.517      0.365      0.184\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      38/49      5.67G    0.03529    0.03734    0.02524         20        640: 100%|██████████| 750/750 [02:44<00:00,  4.57it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.29it/s]\n",
    "                   all       3425       7416      0.402      0.511      0.381      0.192\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      39/49      5.67G    0.03534    0.03716    0.02633         16        640: 100%|██████████| 750/750 [02:37<00:00,  4.76it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.33it/s]\n",
    "                   all       3425       7416      0.386      0.515      0.384      0.196\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      40/49      5.67G    0.03529    0.03716    0.02535         22        640: 100%|██████████| 750/750 [02:27<00:00,  5.10it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.46it/s]\n",
    "                   all       3425       7416      0.393      0.519      0.377      0.192\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      41/49      5.67G    0.03443    0.03685    0.02457         12        640: 100%|██████████| 750/750 [02:34<00:00,  4.84it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.41it/s]\n",
    "                   all       3425       7416      0.391      0.522      0.369      0.187\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      42/49      5.67G    0.03579    0.03719     0.0237         59        640:        42/49      5.67G    0.03579    0.03719     0.0237         59        640:        42/49      5.67G    0.03517    0.03723    0.02328         88        640:        42/49      5.67G    0.03517    0.03723    0.02328         88        640:        42/49      5.67G     0.0346    0.03696    0.02319         61        640:        42/49      5.67G     0.0346    0.03696    0.02319         61        640:        42/49      5.67G    0.03437    0.03724    0.02359         90        640:        42/49      5.67G    0.03437    0.03724    0.02359         90        640:        42/49      5.67G    0.03391    0.03748    0.02317        100        640:        42/49      5.67G    0.03349    0.03752    0.02286         82        640:        42/49      5.67G    0.03349    0.03752    0.02286         82        640:        42/49      5.67G    0.03348    0.03756    0.02262         88        640:        42/49      5.67G    0.03306    0.03745     0.0229         68        640:        42/49      5.67G    0.03306    0.03745     0.0229         68        640:        42/49      5.67G    0.03296    0.03738    0.02346         73        640:        42/49      5.67G    0.03296    0.03738    0.02346         73        640:        42/49      5.67G    0.03268    0.03748    0.02323         96        640:        42/49      5.67G    0.03293    0.03744    0.02361         84        640:        42/49      5.67G    0.03293    0.03744    0.02361         84        640:        42/49      5.67G    0.03265    0.03748    0.02343         81        640:        42/49      5.67G    0.03265    0.03748    0.02343         81        640:        42/49      5.67G    0.03282    0.03748    0.02327         76        640:        42/49      5.67G    0.03268    0.03738    0.02314         67        640:        42/49      5.67G    0.03268    0.03738    0.02314         67        640:        42/49      5.67G    0.03281    0.03713    0.02299         65        640:        42/49      5.67G    0.03281    0.03713    0.02299         65        640:        42/49      5.67G    0.03291    0.03722    0.02324         84        640:        42/49      5.67G    0.03291    0.03722    0.02324         84        640:        42/49      5.67G    0.03324    0.03729    0.02314         88        640:        42/49      5.67G    0.03324    0.03729    0.02314         88        640:        42/49      5.67G     0.0336    0.03713    0.02294         64        640:        42/49      5.67G     0.0336    0.03713    0.02294         64        640:        42/49      5.67G    0.03339    0.03719    0.02279         83        640:        42/49      5.67G    0.03339    0.03719    0.02279         83        640:        42/49      5.67G     0.0332    0.03705    0.02264         63        640:        42/49      5.67G     0.0332    0.03705    0.02264         63        640:        42/49      5.67G    0.03347    0.03723    0.02286         99        640:        42/49      5.67G    0.03347    0.03723    0.02286         99        640:        42/49      5.67G    0.03349     0.0372    0.02264         90        640:        42/49      5.67G    0.03374    0.03718    0.02306         76        640:        42/49      5.67G    0.03374    0.03718    0.02306         76        640:        42/49      5.67G    0.03379    0.03719     0.0233         92        640:        42/49      5.67G    0.03379    0.03719     0.0233         92        640:        42/49      5.67G    0.03359     0.0371    0.02316         72        640:        42/49      5.67G    0.03359     0.0371    0.02316         72        640:        42/49      5.67G    0.03348    0.03719    0.02339         85        640:        42/49      5.67G    0.03348    0.03719    0.02339         85        640:        42/49      5.67G    0.03328    0.03712    0.02338         80        640:        42/49      5.67G    0.03328    0.03712    0.02338         80        640:        42/49      5.67G    0.03319    0.03713    0.02329         85        640:        42/49      5.67G    0.03319    0.03713    0.02329         85        640:        42/49      5.67G    0.03308    0.03704    0.02319         66        640:        42/49      5.67G    0.03308    0.03704    0.02319         66        640:        42/49      5.67G    0.03286    0.03699    0.02307         72        640:        42/49      5.67G    0.03286    0.03699    0.02307         72        640:        42/49      5.67G    0.03262    0.03682    0.02309         55        640:        42/49      5.67G    0.03262    0.03682    0.02309         55        640:        42/49      5.67G    0.03263     0.0367    0.02344         64        640:        42/49      5.67G    0.03263     0.0367    0.02344         64        640:        42/49      5.67G    0.03277    0.03664    0.02346         71        640:        42/49      5.67G    0.03277    0.03664    0.02346         71        640:        42/49      5.67G     0.0329    0.03664    0.02339         87        640:        42/49      5.67G    0.03306    0.03675    0.02327         91        640:        42/49      5.67G    0.03306    0.03675    0.02327         91        640:        42/49      5.67G    0.03321    0.03671    0.02371         74        640:        42/49      5.67G    0.03321    0.03671    0.02371         74        640:        42/49      5.67G    0.03301    0.03652    0.02359         49        640:        42/49      5.67G    0.03301    0.03652    0.02359         49        640:        42/49      5.67G    0.03307    0.03655     0.0236         75        640:        42/49      5.67G    0.03307    0.03655     0.0236         75        640:        42/49      5.67G    0.03322    0.03667    0.02361        103        640:        42/49      5.67G    0.03322    0.03667    0.02361        103        640:        42/49      5.67G    0.03326    0.03664    0.02379         67        640:        42/49      5.67G    0.03326    0.03664    0.02379         67        640:        42/49      5.67G    0.03339     0.0367    0.02395         87        640:        42/49      5.67G    0.03339     0.0367    0.02395         87        640:        42/49      5.67G    0.03322    0.03664    0.02381         78        640:        42/49      5.67G    0.03328    0.03663    0.02381         75        640:        42/49      5.67G    0.03328    0.03663    0.02381         75        640:        42/49      5.67G    0.03336    0.03655    0.02378         63        640:        42/49      5.67G    0.03336    0.03655    0.02378         63        640:        42/49      5.67G    0.03337    0.03657    0.02409         80        640:        42/49      5.67G    0.03337    0.03657    0.02409         80        640:        42/49      5.67G    0.03342     0.0366    0.02434         81        640:        42/49      5.67G    0.03342     0.0366    0.02434         81        640:        42/49      5.67G    0.03353    0.03661    0.02437         77        640:        42/49      5.67G    0.03353    0.03661    0.02437         77        640:        42/49      5.67G    0.03369    0.03671    0.02445         99        640:        42/49      5.67G    0.03369    0.03671    0.02445         99        640:        42/49      5.67G    0.03353    0.03669    0.02442         76        640:        42/49      5.67G    0.03353    0.03669    0.02442         76        640:        42/49      5.67G    0.03371     0.0366    0.02472         64        640:        42/49      5.67G     0.0335    0.03657    0.02456         71        640:        42/49      5.67G     0.0335    0.03657    0.02456         71        640:        42/49      5.67G    0.03348    0.03657    0.02494         88        640:        42/49      5.67G    0.03348    0.03657    0.02494         88        640:        42/49      5.67G    0.03329    0.03652    0.02483         70        640:        42/49      5.67G    0.03329    0.03652    0.02483         70        640:        42/49      5.67G    0.03314    0.03657    0.02477         84        640:        42/49      5.67G    0.03314    0.03657    0.02477         84        640:        42/49      5.67G    0.03305     0.0365    0.02463         74        640:        42/49      5.67G    0.03305     0.0365    0.02463         74        640:        42/49      5.67G    0.03292    0.03657    0.02452         97        640:        42/49      5.67G    0.03292    0.03657    0.02452         97        640:        42/49      5.67G    0.03281    0.03657    0.02448         69        640:        42/49      5.67G    0.03281    0.03657    0.02448         69        640:        42/49      5.67G    0.03291    0.03658    0.02442         79        640:        42/49      5.67G    0.03279     0.0366    0.02434         92        640:        42/49      5.67G    0.03279     0.0366    0.02434         92        640:        42/49      5.67G    0.03267    0.03658    0.02421         73        640:        42/49      5.67G    0.03267    0.03658    0.02421         73        640:        42/49      5.67G    0.03271    0.03652    0.02423         68        640:        42/49      5.67G    0.03291    0.03654    0.02428         81        640:        42/49      5.67G    0.03291    0.03654    0.02428         81        640:        42/49      5.67G    0.03282    0.03652    0.02418         75        640:        42/49      5.67G    0.03282    0.03652    0.02418         75        640:        42/49      5.67G     0.0329    0.03656    0.02414         95        640:        42/49      5.67G     0.0329    0.03656    0.02414         95        640:        42/49      5.67G    0.03292    0.03657    0.02411         85        640:        42/49      5.67G    0.03292    0.03657    0.02411         85        640:        42/49      5.67G    0.03306    0.03666    0.02401        104        640:        42/49      5.67G    0.03296    0.03663    0.02392         71        640:        42/49      5.67G    0.03296    0.03663    0.02392         71        640:        42/49      5.67G    0.03284    0.03654    0.02388         58        640:        42/49      5.67G    0.03284    0.03654    0.02388         58        640:        42/49      5.67G    0.03292    0.03653    0.02376         83        640:        42/49      5.67G    0.03281    0.03644    0.02368         58        640:        42/49      5.67G    0.03281    0.03644    0.02368         58        640:        42/49      5.67G    0.03286    0.03641    0.02386         68        640:        42/49      5.67G    0.03286    0.03641    0.02386         68        640:        42/49      5.67G    0.03276    0.03631    0.02387         51        640:        42/49      5.67G    0.03276    0.03631    0.02387         51        640:        42/49      5.67G    0.03291    0.03644    0.02397        104        640:        42/49      5.67G    0.03291    0.03644    0.02397        104        640:        42/49      5.67G    0.03297    0.03641     0.0243         78        640:        42/49      5.67G    0.03302    0.03641    0.02421         77        640:        42/49      5.67G    0.03302    0.03641    0.02421         77        640:        42/49      5.67G    0.03312    0.03641    0.02419         85        640:        42/49      5.67G    0.03312    0.03641    0.02419         85        640:        42/49      5.67G    0.03326    0.03642    0.02422         88        640:        42/49      5.67G    0.03315    0.03637    0.02416         62        640:        42/49      5.67G    0.03315    0.03637    0.02416         62        640:        42/49      5.67G    0.03306     0.0364    0.02403         94        640:        42/49      5.67G    0.03306     0.0364    0.02403         94        640:        42/49      5.67G    0.03296    0.03635    0.02402         64        640:        42/49      5.67G    0.03311    0.03643    0.02412         97        640:        42/49      5.67G    0.03311    0.03643    0.02412         97        640:        42/49      5.67G    0.03304    0.03632     0.0241         46        640:        42/49      5.67G    0.03306    0.03641     0.0241         99        640:        42/49      5.67G    0.03306    0.03641     0.0241         99        640:        42/49      5.67G    0.03297    0.03633    0.02405         58        640:        42/49      5.67G    0.03297    0.03633    0.02405         58        640:        42/49      5.67G    0.03304     0.0363    0.02408         71        640:        42/49      5.67G    0.03312    0.03634    0.02406         89        640:        42/49      5.67G    0.03312    0.03634    0.02406         89        640:        42/49      5.67G    0.03306    0.03633      0.024         81        640:        42/49      5.67G    0.03299     0.0364    0.02391         86        640:        42/49      5.67G    0.03299     0.0364    0.02391         86        640:        42/49      5.67G    0.03298     0.0364     0.0239         79        640:        42/49      5.67G    0.03291    0.03631    0.02382         55        640:        42/49      5.67G    0.03291    0.03631    0.02382         55        640:        42/49      5.67G    0.03294    0.03635    0.02375         93        640:        42/49      5.67G    0.03284    0.03631    0.02371         66        640:        42/49      5.67G    0.03284    0.03631    0.02371         66        640:        42/49      5.67G    0.03276    0.03627    0.02361         70        640:        42/49      5.67G    0.03267    0.03627    0.02351         82        640:        42/49      5.67G    0.03267    0.03627    0.02351         82        640:        42/49      5.67G    0.03262    0.03628    0.02346         74        640:        42/49      5.67G    0.03253    0.03625    0.02347         70        640:        42/49      5.67G    0.03253    0.03625    0.02347         70        640:        42/49      5.67G    0.03269    0.03621    0.02362         65        640:        42/49      5.67G    0.03262    0.03618    0.02354         75        640:        42/49      5.67G    0.03262    0.03618    0.02354         75        640:        42/49      5.67G    0.03272     0.0362    0.02352         88        640:        42/49      5.67G    0.03266    0.03623    0.02351         82        640:        42/49      5.67G    0.03266    0.03623    0.02351         82        640:        42/49      5.67G    0.03263    0.03621    0.02375         67        640:        42/49      5.67G    0.03255    0.03614    0.02375         56        640:        42/49      5.67G    0.03255    0.03614    0.02375         56        640:        42/49      5.67G    0.03258    0.03622    0.02381        108        640:        42/49      5.67G    0.03247    0.03619    0.02373         70        640:        42/49      5.67G    0.03247    0.03619    0.02373         70        640:        42/49      5.67G     0.0326    0.03622    0.02407         96        640:        42/49      5.67G    0.03268    0.03624    0.02403         92        640:        42/49      5.67G    0.03268    0.03624    0.02403         92        640:        42/49      5.67G    0.03263    0.03621    0.02397         68        640:        42/49      5.67G    0.03265    0.03618     0.0239         63        640:        42/49      5.67G    0.03265    0.03618     0.0239         63        640:        42/49      5.67G    0.03268     0.0362    0.02387         81        640:        42/49      5.67G    0.03264    0.03618    0.02385         75        640:        42/49      5.67G    0.03264    0.03618    0.02385         75        640:        42/49      5.67G    0.03267    0.03614    0.02415         69        640:        42/49      5.67G     0.0327    0.03619    0.02412         99        640:        42/49      5.67G     0.0327    0.03619    0.02412         99        640:        42/49      5.67G    0.03264    0.03615    0.02403         71        640:        42/49      5.67G    0.03257    0.03617    0.02398         97        640:        42/49      5.67G    0.03257    0.03617    0.02398         97        640:        42/49      5.67G    0.03249    0.03618    0.02395         76        640:        42/49      5.67G    0.03252     0.0362    0.02408         90        640:        42/49      5.67G    0.03252     0.0362    0.02408         90        640:        42/49      5.67G    0.03264     0.0362    0.02405         79        640:        42/49      5.67G    0.03257    0.03618    0.02402         74        640:        42/49      5.67G    0.03257    0.03618    0.02402         74        640:        42/49      5.67G    0.03266    0.03621    0.02403         83        640:        42/49      5.67G     0.0326    0.03624    0.02402         89        640:        42/49      5.67G     0.0326    0.03624    0.02402         89        640:        42/49      5.67G    0.03263    0.03629    0.02412         91        640:        42/49      5.67G    0.03269    0.03633    0.02411         88        640:        42/49      5.67G    0.03269    0.03633    0.02411         88        640:        42/49      5.67G    0.03268    0.03639    0.02408         97        640:        42/49      5.67G    0.03263    0.03643    0.02399        102        640:        42/49      5.67G    0.03263    0.03643    0.02399        102        640:        42/49      5.67G    0.03258    0.03641    0.02392         76        640:        42/49      5.67G    0.03252    0.03641    0.02387         83        640:        42/49      5.67G    0.03252    0.03641    0.02387         83        640:        42/49      5.67G    0.03251    0.03639    0.02385         73        640:        42/49      5.67G    0.03243    0.03634    0.02384         54        640:        42/49      5.67G    0.03243    0.03634    0.02384         54        640:        42/49      5.67G    0.03238     0.0363    0.02379         67        640:        42/49      5.67G    0.03237    0.03628    0.02376         80        640:        42/49      5.67G    0.03237    0.03628    0.02376         80        640:        42/49      5.67G    0.03244     0.0363    0.02373         88        640:        42/49      5.67G    0.03246    0.03631    0.02372         73        640:        42/49      5.67G    0.03246    0.03631    0.02372         73        640:        42/49      5.67G    0.03248    0.03633    0.02369         87        640:        42/49      5.67G    0.03257    0.03625    0.02365         51        640:        42/49      5.67G    0.03257    0.03625    0.02365         51        640:        42/49      5.67G    0.03267    0.03632     0.0237        106        640:        42/49      5.67G    0.03275    0.03631     0.0239         67        640:        42/49      5.67G    0.03275    0.03631     0.0239         67        640:        42/49      5.67G    0.03281    0.03629    0.02393         68        640:        42/49      5.67G    0.03276    0.03632    0.02389         85        640:        42/49      5.67G    0.03276    0.03632    0.02389         85        640:        42/49      5.67G    0.03279    0.03631    0.02382         81        640:        42/49      5.67G     0.0328    0.03634    0.02397         88        640:        42/49      5.67G     0.0328    0.03634    0.02397         88        640:        42/49      5.67G    0.03272    0.03629     0.0239         54        640:        42/49      5.67G    0.03266    0.03629    0.02384         76        640:        42/49      5.67G    0.03266    0.03629    0.02384         76        640:        42/49      5.67G    0.03259    0.03622    0.02382         48        640:        42/49      5.67G    0.03261    0.03629    0.02386        115        640:        42/49      5.67G    0.03261    0.03629    0.02386        115        640:        42/49      5.67G    0.03274    0.03627    0.02395         68        640:        42/49      5.67G    0.03276    0.03627    0.02396         74        640:        42/49      5.67G    0.03276    0.03627    0.02396         74        640:        42/49      5.67G     0.0327    0.03623    0.02391         64        640:        42/49      5.67G    0.03265    0.03624    0.02387         83        640:        42/49      5.67G    0.03265    0.03624    0.02387         83        640:        42/49      5.67G    0.03265    0.03621    0.02384         66        640:        42/49      5.67G     0.0326    0.03621    0.02383         78        640:        42/49      5.67G     0.0326    0.03621    0.02383         78        640:        42/49      5.67G    0.03255    0.03624    0.02385         80        640:        42/49      5.67G    0.03255    0.03624    0.02385         80        640:        42/49      5.67G    0.03255    0.03624    0.02385         80        640:        42/49      5.67G     0.0325    0.03625     0.0238         89        640:        42/49      5.67G     0.0325    0.03625     0.0238         89        640:  \n",
    "      42/49      5.67G    0.03251    0.03625    0.02379         67        640:                                                                                                                                  42/49      5.67G    0.03247    0.03625    0.02376         83        640:                                                                                                                                  42/49      5.67G    0.03247    0.03625    0.02376         83        640:                                                                                                                                  42/49      5.67G    0.03244    0.03624    0.02373         85        640:                                                                                                                                  42/49      5.67G    0.03247    0.03623    0.02376         78        640:                                                                                                                                  42/49      5.67G    0.03247    0.03623    0.02376         78        640:                                                                                                                                  42/49      5.67G     0.0324    0.03619    0.02374         63        640:                                                                                                                                  42/49      5.67G     0.0324    0.03619    0.02374         63        640:                                                                                                                                  42/49      5.67G    0.03244    0.03621    0.02382         89        640:                                                                                                                                  42/49      5.67G    0.03244    0.03621    0.02382         89        640:                                                                                                                                  42/49      5.67G    0.03254    0.03617     0.0239         61        640:                                                                                                                                  42/49      5.67G    0.03254    0.03617     0.0239         61        640:                                                                                                                                  42/49      5.67G    0.03257    0.03619    0.02396         93        640:                                                                                                                                  42/49      5.67G    0.03257    0.03619    0.02396         93        640:                                                                                                                                  42/49      5.67G    0.03269    0.03618    0.02391         78        640:                                                                                                                              42/49      5.67G    0.03269    0.03618    0.02391         78        640:                                                                                                                        42/49      5.67G     0.0327    0.03614    0.02388         58        640:                                                                                                                  42/49      5.67G     0.0327    0.03614    0.02388         58        640:                                                                                                            42/49      5.67G     0.0327    0.03615    0.02387         68        640:                                                                                                      42/49      5.67G     0.0327    0.03615    0.02387         68        640:                                                                                                42/49      5.67G    0.03266    0.03614    0.02387         76        640:                                                                                          42/49      5.67G    0.03266    0.03614    0.02387         76        640:                                                                                    42/49      5.67G     0.0327    0.03614    0.02386         73        640:                                                                              42/49      5.67G     0.0327    0.03614    0.02386         73        640:                                                                        42/49      5.67G    0.03271    0.03612    0.02393         70        640:                                                                  42/49      5.67G    0.03271    0.03612    0.02393         70        640:                                                            42/49      5.67G    0.03274    0.03616    0.02405         95        640:                                                      42/49      5.67G    0.03274    0.03616    0.02405         95        640:                                                42/49      5.67G    0.03275    0.03619    0.02406        101        640:                                          42/49      5.67G    0.03275    0.03619    0.02406        101        640:                                    42/49      5.67G    0.03281    0.03622     0.0242         81        640:                              42/49      5.67G    0.03281    0.03622     0.0242         81        640:                        42/49      5.67G    0.03281    0.03624    0.02416         87        640:                  42/49      5.67G    0.03281    0.03624    0.02416         87        640:            42/49      5.67G    0.03286    0.03625    0.02413         83        640:                                                                                                                                  42/49      5.67G    0.03286    0.03625    0.02413         83        640:                                                                                                                                  42/49      5.67G     0.0328    0.03627     0.0241         85        640:                                                                                                                                  42/49      5.67G     0.0328    0.03627     0.0241         85        640:                                                                                                                                  42/49      5.67G    0.03275    0.03629    0.02405         88        640:                                                                                                                                  42/49      5.67G    0.03275    0.03629    0.02405         88        640:                                                                                                                                  42/49      5.67G    0.03271    0.03628    0.02405         72        640:                                                                                                                                  42/49      5.67G    0.03271    0.03628    0.02405         72        640:                                                                                                                                  42/49      5.67G    0.03279     0.0363    0.02411         81        640:                                                                                                                                  42/49      5.67G    0.03279     0.0363    0.02411         81        640:                                                                                                                                  42/49      5.67G    0.03286    0.03633    0.02415         91        640:                                                                                                                                  42/49      5.67G    0.03286    0.03633    0.02415         91        640:                                                                                                                                  42/49      5.67G    0.03282    0.03634    0.02414         74        640:                                                                                                                                  42/49      5.67G    0.03282    0.03634    0.02414         74        640:                                                                                                                                  42/49      5.67G    0.03284    0.03635    0.02411         80        640:                                                                                                                                  42/49      5.67G    0.03284    0.03635    0.02411         80        640:                                                                                                                            42/49      5.67G    0.03285    0.03635     0.0241         71        640:                                                                                                                      42/49      5.67G    0.03285    0.03635     0.0241         71        640:                                                                                                                42/49      5.67G    0.03286    0.03638    0.02404         93        640:                                                                                                          42/49      5.67G    0.03286    0.03638    0.02404         93        640:                                                                                                    42/49      5.67G    0.03281    0.03632    0.02398         46        640:                                                                                              42/49      5.67G    0.03283    0.03635    0.02411         98        640:                                                                                        42/49      5.67G    0.03283    0.03635    0.02411         98        640:                                                                                  42/49      5.67G    0.03283    0.03635    0.02418         88        640:                                                                            42/49      5.67G    0.03277    0.03635    0.02415         82        640:                                                                      42/49      5.67G    0.03277    0.03635    0.02415         82        640:                                                                42/49      5.67G    0.03281    0.03641    0.02413        106        640:                                                          42/49      5.67G    0.03281    0.03641    0.02413        106        640:                                                    42/49      5.67G    0.03277    0.03644     0.0241         82        640:                                              42/49      5.67G    0.03277    0.03644     0.0241         82        640:                                        42/49      5.67G    0.03272    0.03641    0.02406         66        640:                                  42/49      5.67G    0.03272    0.03641    0.02406         66        640:                            42/49      5.67G    0.03272    0.03644    0.02411         95        640:                      42/49      5.67G    0.03272    0.03644    0.02411         95        640:                42/49      5.67G    0.03272    0.03647    0.02414         92        640:          42/49      5.67G    0.03267    0.03644    0.02413         68        640:                                                                                                                                  42/49      5.67G    0.03267    0.03644    0.02413         68        640:                                                                                                                                  42/49      5.67G    0.03269    0.03646    0.02417         84        640:                                                                                                                                  42/49      5.67G    0.03272    0.03648    0.02414         93        640:                                                                                                                                  42/49      5.67G    0.03272    0.03648    0.02414         93        640:                                                                                                                                  42/49      5.67G    0.03272    0.03651    0.02413         97        640:                                                                                                                                  42/49      5.67G    0.03272    0.03651    0.02413         97        640:                                                                                                                                  42/49      5.67G    0.03266    0.03651    0.02409         77        640:                                                                                                                                  42/49      5.67G    0.03275    0.03655     0.0241         93        640:                                                                                                                                  42/49      5.67G    0.03275    0.03655     0.0241         93        640:                                                                                                                                  42/49      5.67G    0.03276    0.03656    0.02425         86        640:                                                                                                                                  42/49      5.67G    0.03276    0.03656    0.02425         86        640:                                                                                                                                  42/49      5.67G    0.03281    0.03658    0.02424         88        640:                                                                                                                                  42/49      5.67G    0.03277    0.03655     0.0242         62        640:                                                                                                                                  42/49      5.67G    0.03277    0.03655     0.0242         62        640:                                                                                                                                42/49      5.67G    0.03279    0.03658     0.0242        105        640:                                                                                                                          42/49      5.67G    0.03286    0.03653    0.02421         57        640:                                                                                                                    42/49      5.67G    0.03286    0.03653    0.02421         57        640:                                                                                                              42/49      5.67G    0.03292    0.03655    0.02429         89        640:                                                                                                        42/49      5.67G    0.03294    0.03659    0.02441        111        640:                                                                                                  42/49      5.67G    0.03294    0.03659    0.02441        111        640:                                                                                            42/49      5.67G    0.03292    0.03657    0.02439         66        640:                                                                                      42/49      5.67G    0.03292    0.03657    0.02439         66        640:                                                                                42/49      5.67G    0.03292    0.03655    0.02438         60        640:                                                                          42/49      5.67G    0.03292    0.03655    0.02438         60        640:                                                                    42/49      5.67G    0.03294    0.03656     0.0245         91        640:                                                              42/49      5.67G    0.03297    0.03659    0.02452         90        640:                                                        42/49      5.67G    0.03297    0.03659    0.02452         90        640:                                                  42/49      5.67G    0.03299     0.0366    0.02447         77        640:                                            42/49      5.67G    0.03299     0.0366    0.02447         77        640:                                      42/49      5.67G    0.03306     0.0366    0.02447         74        640:                                42/49      5.67G    0.03306     0.0366    0.02447         74        640:                          42/49      5.67G    0.03308    0.03658    0.02451         71        640:                    42/49      5.67G     0.0331    0.03656    0.02452         73        640:              42/49      5.67G     0.0331    0.03656    0.02452         73        640:  \n",
    "      42/49      5.67G    0.03401    0.03692      0.025          8        640: 100%|██████████| 750/750 [2:39:48<00:00, 12.79s/it]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:14<00:00,  7.40it/s]\n",
    "                   all       3425       7416      0.408      0.528      0.383      0.198\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      43/49      5.67G    0.03422    0.03699     0.0242         13        640: 100%|██████████| 750/750 [02:44<00:00,  4.56it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.04it/s]\n",
    "                   all       3425       7416      0.408      0.522      0.385      0.199\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      44/49      5.67G    0.03343    0.03674    0.02448         16        640: 100%|██████████| 750/750 [02:39<00:00,  4.71it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.89it/s]\n",
    "                   all       3425       7416      0.399      0.518      0.386      0.199\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      45/49      5.67G    0.03338    0.03651    0.02374         14        640: 100%|██████████| 750/750 [02:30<00:00,  4.99it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:16<00:00,  6.69it/s]\n",
    "                   all       3425       7416      0.398      0.529      0.384      0.201\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      46/49      5.67G     0.0335    0.03678    0.02257         23        640: 100%|██████████| 750/750 [02:25<00:00,  5.17it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.09it/s]\n",
    "                   all       3425       7416        0.4      0.532       0.38      0.199\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      47/49      5.67G    0.03316    0.03684    0.02354         15        640: 100%|██████████| 750/750 [02:33<00:00,  4.89it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  5.10it/s]\n",
    "                   all       3425       7416      0.412      0.534      0.393      0.206\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      48/49      5.67G    0.03353    0.03658    0.02325         13        640: 100%|██████████| 750/750 [02:32<00:00,  4.92it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.27it/s]\n",
    "                   all       3425       7416      0.404      0.536      0.389      0.204\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      49/49      5.67G    0.03312    0.03698    0.02322         23        640: 100%|██████████| 750/750 [02:45<00:00,  4.53it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.64it/s]\n",
    "                   all       3425       7416      0.401      0.537      0.379      0.199\n",
    "\n",
    "50 epochs completed in 4.943 hours.\n",
    "Optimizer stripped from runs/train/exp/weights/last.pt, 14.7MB\n",
    "Optimizer stripped from runs/train/exp/weights/best.pt, 14.7MB\n",
    "\n",
    "Validating runs/train/exp/weights/best.pt...\n",
    "Fusing layers... \n",
    "Model summary: 157 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:24<00:00,  4.33it/s]\n",
    "                   all       3425       7416      0.412      0.534      0.393      0.206\n",
    "                person       3425       3211      0.495      0.783      0.581      0.324\n",
    "               bicycle       3425        158       0.33      0.504      0.346      0.165\n",
    "                   car       3425        432      0.358      0.558      0.378      0.195\n",
    "             motorbike       3425        169      0.334      0.471      0.322      0.154\n",
    "             aeroplane       3425        194      0.466      0.761      0.485      0.249\n",
    "                   bus       3425        152      0.499      0.658      0.572      0.316\n",
    "                 train       3425        135       0.46      0.708      0.439      0.236\n",
    "                  boat       3425        224       0.39      0.522       0.39      0.186\n",
    "                  bird       3425        218      0.405      0.619      0.392      0.218\n",
    "                   cat       3425        255      0.434      0.702      0.398      0.198\n",
    "                   dog       3425        275      0.368      0.607      0.365       0.21\n",
    "                 horse       3425        192      0.411      0.469      0.407      0.223\n",
    "                 sheep       3425        150      0.447      0.587      0.481      0.263\n",
    "                   cow       3425        111      0.395      0.649       0.44       0.23\n",
    "                bottle       3425        283       0.41      0.399      0.351      0.179\n",
    "                 chair       3425        572      0.451      0.333      0.345      0.172\n",
    "                  sofa       3425        124      0.407      0.315      0.266      0.148\n",
    "           pottedplant       3425        249      0.337      0.382       0.29      0.131\n",
    "           diningtable       3425        133      0.511      0.102       0.24      0.113\n",
    "             tvmonitor       3425        179      0.325      0.547      0.372      0.217\n",
    "Results saved to runs/train/exp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train baseline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "!python train.py --data voc2012.yaml --epochs 50 &"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(base) minhh@z790:~/workspace/yolo/yolov5$ python train.py --img 640 --epochs 50 --data voc2012.yaml &\n",
    "[1] 4072814\n",
    "(base) minhh@z790:~/workspace/yolo/yolov5$ train: weights=yolov5s.pt, cfg=, data=voc2012.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=50, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, evolve_population=data/hyps, resume_evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest, ndjson_console=False, ndjson_file=False\n",
    "github: ⚠️ YOLOv5 is out of date by 2840 commits. Use 'git pull ultralytics master' or 'git clone https://github.com/ultralytics/yolov5' to update.\n",
    "YOLOv5 🚀 e787d2f7 Python-3.12.4 torch-2.3.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3090, 24245MiB)\n",
    "\n",
    "hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n",
    "Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet\n",
    "TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/\n",
    "\n",
    "                 from  n    params  module                                  arguments                     \n",
    "  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n",
    "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
    "  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n",
    "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
    "  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n",
    "  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n",
    "  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n",
    "  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n",
    "  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n",
    "  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n",
    " 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
    " 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
    " 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n",
    " 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n",
    " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
    " 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
    " 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n",
    " 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n",
    " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
    " 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n",
    " 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n",
    " 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
    " 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n",
    " 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n",
    " 24      [17, 20, 23]  1    229245  models.yolo.Detect                      [80, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
    "Model summary: 214 layers, 7235389 parameters, 7235389 gradients, 16.6 GFLOPs\n",
    "\n",
    "Transferred 349/349 items from yolov5s.pt\n",
    "AMP: checks passed ✅\n",
    "freezing model.0.conv.weight\n",
    "freezing model.0.bn.weight\n",
    "freezing model.0.bn.bias\n",
    "optimizer: SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias\n",
    "train: Scanning /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/labels/train.cache... 11987 images, 7 backgrounds, 0 corrupt: 100%|██████████| 11987/11987 [00:00<?, ?it/s]\n",
    "val: Scanning /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/labels/val.cache... 3425 images, 1 backgrounds, 0 corrupt: 100%|██████████| 3425/3425 [00:00<?, ?it/s]\n",
    "\n",
    "AutoAnchor: 2.29 anchors/target, 0.999 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
    "Plotting labels to runs/train/exp2/labels.jpg... \n",
    "Image sizes 640 train, 640 val\n",
    "Using 8 dataloader workers\n",
    "Logging results to runs/train/exp2\n",
    "Starting training for 50 epochs...\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       0/49      3.21G    0.05286    0.04205    0.03934         16        640: 100%|██████████| 750/750 [02:44<00:00,  4.57it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.52it/s]\n",
    "                   all       3425       7416      0.376      0.383      0.325       0.13\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       1/49      5.67G    0.04413    0.03884    0.03471         18        640: 100%|██████████| 750/750 [02:34<00:00,  4.85it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  4.99it/s]\n",
    "                   all       3425       7416      0.294      0.348       0.23     0.0861\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       2/49      5.67G    0.04519    0.03896    0.03855         13        640: 100%|██████████| 750/750 [02:43<00:00,  4.59it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.21it/s]\n",
    "                   all       3425       7416      0.188      0.198     0.0873     0.0235\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       3/49      5.67G    0.04582    0.03918    0.04154         18        640: 100%|██████████| 750/750 [02:36<00:00,  4.80it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.37it/s]\n",
    "                   all       3425       7416      0.276      0.233      0.164     0.0576\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       4/49      5.67G    0.04413    0.03907    0.04004         89        640:  80%|████████  | 602/750 [01:57<00:29,  5.03it/s]\n",
    "        Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       5/49      5.67G    0.04299    0.03883    0.03803         16        640: 100%|██████████| 750/750 [02:34<00:00,  4.86it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.35it/s]\n",
    "                   all       3425       7416      0.294      0.303      0.196     0.0737\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       6/49      5.67G    0.04229    0.03897    0.03689         35        640: 100%|██████████| 750/750 [02:40<00:00,  4.67it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.30it/s]\n",
    "                   all       3425       7416      0.246      0.306      0.171     0.0621\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       7/49      5.67G    0.04155    0.03877    0.03744         14        640: 100%|██████████| 750/750 [02:38<00:00,  4.75it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  5.07it/s]\n",
    "                   all       3425       7416      0.309      0.329      0.241     0.0995\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       8/49      5.67G    0.04107     0.0388    0.03693         21        640: 100%|██████████| 750/750 [02:43<00:00,  4.58it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.52it/s]\n",
    "                   all       3425       7416      0.295       0.35      0.228     0.0924\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "       9/49      5.67G    0.04121    0.03924    0.03581         11        640: 100%|██████████| 750/750 [02:34<00:00,  4.84it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.97it/s]\n",
    "                   all       3425       7416      0.329      0.322      0.251      0.103\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      10/49      5.67G    0.04109    0.03864    0.03576         19        640: 100%|██████████| 750/750 [02:30<00:00,  4.97it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:16<00:00,  6.37it/s]\n",
    "                   all       3425       7416      0.367      0.344      0.269      0.117\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      11/49      5.67G    0.03999    0.03877    0.03354         21        640: 100%|██████████| 750/750 [02:31<00:00,  4.94it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:22<00:00,  4.86it/s]\n",
    "                   all       3425       7416      0.364      0.378      0.277      0.121\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      12/49      5.67G    0.04018    0.03836    0.03409         11        640: 100%|██████████| 750/750 [02:30<00:00,  4.97it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.45it/s]\n",
    "                   all       3425       7416      0.297      0.358      0.249      0.103\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      13/49      5.67G    0.04004    0.03821    0.03411          8        640: 100%|██████████| 750/750 [02:37<00:00,  4.76it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.17it/s]\n",
    "                   all       3425       7416      0.342      0.394      0.274      0.112\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      14/49      5.67G    0.03904    0.03854    0.03296         15        640: 100%|██████████| 750/750 [02:36<00:00,  4.80it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.22it/s]\n",
    "                   all       3425       7416      0.329      0.388      0.284      0.128\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      15/49      5.67G    0.03882    0.03848    0.03338         17        640: 100%|██████████| 750/750 [02:30<00:00,  5.00it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  5.13it/s]\n",
    "                   all       3425       7416      0.333      0.353       0.26       0.11\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      16/49      5.67G    0.03922    0.03824    0.03367         12        640: 100%|██████████| 750/750 [02:28<00:00,  5.04it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.91it/s]\n",
    "                   all       3425       7416      0.356      0.406      0.299      0.132\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      17/49      5.67G    0.03896    0.03844    0.03314         10        640: 100%|██████████| 750/750 [02:34<00:00,  4.84it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.34it/s]\n",
    "                   all       3425       7416       0.35      0.384      0.268      0.121\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      18/49      5.67G    0.03889    0.03842    0.03235         21        640: 100%|██████████| 750/750 [02:38<00:00,  4.73it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.50it/s]\n",
    "                   all       3425       7416      0.349      0.416       0.29      0.131\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      19/49      5.67G    0.03894    0.03795    0.03163         16        640: 100%|██████████| 750/750 [02:38<00:00,  4.74it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.37it/s]\n",
    "                   all       3425       7416      0.349      0.422      0.329      0.153\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      20/49      5.67G    0.03875    0.03824    0.03139          8        640: 100%|██████████| 750/750 [02:34<00:00,  4.85it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.53it/s]\n",
    "                   all       3425       7416      0.332       0.43      0.289      0.133\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      21/49      5.67G    0.03816    0.03816    0.03095         33        640: 100%|██████████| 750/750 [02:30<00:00,  4.98it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.64it/s]\n",
    "                   all       3425       7416      0.368      0.425      0.307      0.137\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      22/49      5.67G    0.03746    0.03792    0.02999         15        640: 100%|██████████| 750/750 [02:34<00:00,  4.86it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:30<00:00,  3.54it/s]\n",
    "                   all       3425       7416      0.363      0.422      0.309       0.14\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      23/49      5.67G    0.03789     0.0379    0.03069         15        640: 100%|██████████| 750/750 [02:36<00:00,  4.81it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:16<00:00,  6.65it/s]\n",
    "                   all       3425       7416      0.388      0.445      0.346      0.162\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      24/49      5.67G    0.03738    0.03765    0.03032         10        640: 100%|██████████| 750/750 [02:33<00:00,  4.88it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:30<00:00,  3.56it/s]\n",
    "                   all       3425       7416      0.375      0.453      0.325      0.149\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      25/49      5.67G    0.03652    0.03796    0.02953         24        640: 100%|██████████| 750/750 [02:42<00:00,  4.62it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.19it/s]\n",
    "                   all       3425       7416       0.38      0.449      0.329      0.158\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      26/49      5.67G    0.03742    0.03778    0.02944         19        640: 100%|██████████| 750/750 [02:39<00:00,  4.71it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.75it/s]\n",
    "                   all       3425       7416      0.356      0.448      0.317      0.146\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      27/49      5.67G    0.03711    0.03784    0.03005         12        640: 100%|██████████| 750/750 [02:31<00:00,  4.96it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  5.12it/s]\n",
    "                   all       3425       7416      0.375      0.463      0.343      0.157\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      28/49      5.67G    0.03622    0.03759    0.02847          7        640: 100%|██████████| 750/750 [02:37<00:00,  4.76it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  4.96it/s]\n",
    "                   all       3425       7416      0.384      0.475      0.341       0.16\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      29/49      5.67G    0.03661    0.03773      0.028         12        640: 100%|██████████| 750/750 [02:38<00:00,  4.72it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.18it/s]\n",
    "                   all       3425       7416      0.372       0.46      0.347      0.163\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      30/49      5.67G    0.03748     0.0378      0.029          9        640: 100%|██████████| 750/750 [02:38<00:00,  4.72it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:22<00:00,  4.72it/s]\n",
    "                   all       3425       7416      0.384      0.472      0.341      0.165\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      31/49      5.67G    0.03703    0.03752     0.0291         17        640: 100%|██████████| 750/750 [02:33<00:00,  4.88it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.59it/s]\n",
    "                   all       3425       7416      0.366      0.483      0.344      0.164\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      32/49      5.67G    0.03629    0.03724    0.02765         19        640: 100%|██████████| 750/750 [02:38<00:00,  4.72it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.91it/s]\n",
    "                   all       3425       7416       0.38      0.482      0.347      0.167\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      33/49      5.67G    0.03623    0.03724    0.02764          7        640: 100%|██████████| 750/750 [02:29<00:00,  5.02it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:20<00:00,  5.19it/s]\n",
    "                   all       3425       7416      0.387      0.486      0.358      0.177\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      34/49      5.67G    0.03594    0.03753    0.02751         17        640: 100%|██████████| 750/750 [02:37<00:00,  4.77it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:21<00:00,  4.95it/s]\n",
    "                   all       3425       7416       0.38      0.502      0.357      0.177\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      35/49      5.67G    0.03616    0.03733    0.02679         18        640: 100%|██████████| 750/750 [02:43<00:00,  4.60it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:22<00:00,  4.81it/s]\n",
    "                   all       3425       7416       0.38      0.501      0.348       0.17\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      36/49      5.67G    0.03594    0.03753    0.02704         97        640:        36/49      5.67G    0.03594    0.03753    0.02704         97        640:        36/49      5.67G    0.03596    0.03755    0.02705        109        640:        36/49      5.67G    0.03596    0.03755    0.02705        109        640:        36/49      5.67G    0.03594    0.03755    0.02704         79        640:        36/49      5.67G    0.03594    0.03755    0.02703         88        640:        36/49      5.67G    0.03594    0.03755    0.02703         88        640:        36/49      5.67G    0.03595    0.03755    0.02701         98        640:        36/49      5.67G    0.03595    0.03755    0.02701         98        640:        36/49      5.67G    0.03596    0.03756    0.02699         84        640:        36/49      5.67G    0.03596    0.03756    0.02699         84        640:        36/49      5.67G    0.03594    0.03754    0.02699         62        640:        36/49      5.67G    0.03594    0.03754    0.02699         62        640:        36/49      5.67G    0.03592    0.03755    0.02697         83        640:        36/49      5.67G    0.03592    0.03755    0.02697         83        640:        36/49      5.67G    0.03592    0.03753    0.02701         66        640:        36/49      5.67G    0.03592    0.03753    0.02701         66        640:        36/49      5.67G     0.0359    0.03754      0.027         81        640:        36/49      5.67G     0.0359    0.03754      0.027         81        640:        36/49      5.67G     0.0359    0.03753    0.02702         72        640:        36/49      5.67G     0.0359    0.03753    0.02702         72        640:        36/49      5.67G    0.03587    0.03753    0.02701         71        640:        36/49      5.67G    0.03587    0.03753    0.02701         71        640:        36/49      5.67G    0.03588    0.03754    0.02701        106        640:        36/49      5.67G    0.03588    0.03754    0.02701        106        640:        36/49      5.67G    0.03589    0.03754    0.02703         85        640:        36/49      5.67G    0.03589    0.03754    0.02703         85        640:        36/49      5.67G    0.03588    0.03754    0.02702         72        640:        36/49      5.67G    0.03588    0.03754    0.02702         72        640:        36/49      5.67G    0.03585    0.03752    0.02702         55        640:        36/49      5.67G    0.03585    0.03752    0.02702         55        640:        36/49      5.67G    0.03585    0.03752    0.02705         77        640:        36/49      5.67G    0.03585    0.03752    0.02705         77        640:        36/49      5.67G    0.03586    0.03752     0.0271         75        640:        36/49      5.67G    0.03586    0.03752     0.0271         75        640:        36/49      5.67G    0.03588    0.03752    0.02712         79        640:        36/49      5.67G    0.03588    0.03752    0.02712         79        640:        36/49      5.67G    0.03591    0.03752    0.02716         95        640:        36/49      5.67G    0.03591    0.03752    0.02716         95        640:        36/49      5.67G    0.03594    0.03752    0.02714         79        640:        36/49      5.67G    0.03594    0.03752    0.02714         79        640:        36/49      5.67G    0.03595     0.0375    0.02714         60        640:        36/49      5.67G    0.03595     0.0375    0.02714         60        640:        36/49      5.67G    0.03596     0.0375    0.02713         80        640:        36/49      5.67G    0.03596     0.0375    0.02713         80        640:        36/49      5.67G    0.03595    0.03749    0.02714         72        640:        36/49      5.67G    0.03595    0.03749    0.02714         72        640:        36/49      5.67G    0.03595    0.03749    0.02714         74        640:        36/49      5.67G    0.03595    0.03749    0.02714         74        640:        36/49      5.67G    0.03597    0.03749    0.02713         81        640:        36/49      5.67G    0.03597    0.03749    0.02713         81        640:        36/49      5.67G    0.03598    0.03749    0.02712         88        640:        36/49      5.67G    0.03598    0.03749    0.02712         88        640:        36/49      5.67G    0.03597    0.03748    0.02712         65        640:        36/49      5.67G    0.03597    0.03748    0.02712         65        640:        36/49      5.67G    0.03596    0.03749    0.02711         94        640:        36/49      5.67G    0.03596    0.03749    0.02711         94        640:        36/49      5.67G    0.03594    0.03748    0.02709         69        640:        36/49      5.67G    0.03594    0.03748    0.02709         69        640:        36/49      5.67G    0.03595    0.03748    0.02711         64        640:        36/49      5.67G    0.03595    0.03748    0.02711         64        640:        36/49      5.67G    0.03597    0.03749     0.0271         85        640:        36/49      5.67G    0.03597    0.03749     0.0271         85        640:        36/49      5.67G    0.03597    0.03749    0.02711         76        640:        36/49      5.67G    0.03598    0.03749    0.02711         75        640:        36/49      5.67G    0.03598    0.03749    0.02711         75        640:        36/49      5.67G    0.03596    0.03748    0.02709         70        640:        36/49      5.67G    0.03596    0.03748    0.02709         70        640:        36/49      5.67G    0.03596     0.0375     0.0271        114        640:        36/49      5.67G    0.03596     0.0375     0.0271        114        640:        36/49      5.67G    0.03596    0.03751     0.0271         93        640:        36/49      5.67G    0.03596    0.03751     0.0271         93        640:        36/49      5.67G    0.03599     0.0375    0.02711         68        640:        36/49      5.67G    0.03599     0.0375    0.02711         68        640:        36/49      5.67G    0.03597     0.0375     0.0271         73        640:        36/49      5.67G    0.03597     0.0375     0.0271         73        640:        36/49      5.67G    0.03599    0.03749    0.02709         71        640:        36/49      5.67G      0.036    0.03748    0.02706         75        640:        36/49      5.67G      0.036    0.03748    0.02706         75        640:        36/49      5.67G    0.03599    0.03748    0.02705         91        640:        36/49      5.67G    0.03599    0.03748    0.02705         91        640:        36/49      5.67G    0.03597    0.03748    0.02703         76        640:        36/49      5.67G    0.03597    0.03748    0.02706         81        640:        36/49      5.67G    0.03597    0.03748    0.02706         81        640:        36/49      5.67G    0.03596    0.03747     0.0271         50        640:        36/49      5.67G    0.03596    0.03747     0.0271         50        640:        36/49      5.67G    0.03597    0.03747    0.02711         76        640:        36/49      5.67G    0.03597    0.03747    0.02711         76        640:        36/49      5.67G    0.03598    0.03746    0.02715         76        640:        36/49      5.67G    0.03598    0.03746    0.02715         76        640:        36/49      5.67G      0.036    0.03747    0.02715        108        640:        36/49      5.67G    0.03601    0.03746    0.02716         70        640:        36/49      5.67G    0.03601    0.03746    0.02716         70        640:        36/49      5.67G    0.03601    0.03746    0.02716         81        640:        36/49      5.67G    0.03601    0.03746    0.02716         81        640:        36/49      5.67G    0.03602    0.03746    0.02714         87        640:        36/49      5.67G    0.03602    0.03746    0.02714         87        640:        36/49      5.67G    0.03602    0.03747    0.02713         95        640:        36/49      5.67G    0.03602    0.03747    0.02713         95        640:        36/49      5.67G    0.03602    0.03746    0.02711         88        640:        36/49      5.67G    0.03602    0.03746    0.02711         88        640:        36/49      5.67G    0.03603    0.03746    0.02715         70        640:        36/49      5.67G    0.03603    0.03746    0.02715         70        640:        36/49      5.67G    0.03604    0.03746    0.02715         78        640:        36/49      5.67G    0.03604    0.03746    0.02715         78        640:        36/49      5.67G    0.03605    0.03745    0.02714         71        640:        36/49      5.67G    0.03606    0.03745    0.02714         78        640:        36/49      5.67G    0.03606    0.03745    0.02714         78        640:        36/49      5.67G    0.03607    0.03745    0.02712         84        640:        36/49      5.67G    0.03607    0.03745    0.02712         84        640:        36/49      5.67G    0.03605    0.03745    0.02712         86        640:        36/49      5.67G    0.03605    0.03745    0.02712         86        640:        36/49      5.67G    0.03606    0.03745    0.02711         71        640:        36/49      5.67G    0.03606    0.03745    0.02711         71        640:        36/49      5.67G    0.03607    0.03746    0.02712        111        640:        36/49      5.67G    0.03607    0.03746    0.02712        111        640:        36/49      5.67G    0.03607    0.03747     0.0271         81        640:        36/49      5.67G    0.03607    0.03747     0.0271         81        640:        36/49      5.67G    0.03609    0.03747     0.0271         86        640:        36/49      5.67G    0.03609    0.03747     0.0271         86        640:        36/49      5.67G    0.03607    0.03747    0.02708         80        640:        36/49      5.67G    0.03608    0.03748     0.0271         96        640:        36/49      5.67G    0.03608    0.03748     0.0271         96        640:        36/49      5.67G    0.03608    0.03748    0.02709         71        640:        36/49      5.67G    0.03608    0.03748    0.02709         71        640:        36/49      5.67G     0.0361    0.03747     0.0271         68        640:        36/49      5.67G     0.0361    0.03747     0.0271         68        640:        36/49      5.67G    0.03611    0.03747    0.02712         80        640:        36/49      5.67G    0.03611    0.03747    0.02712         80        640:        36/49      5.67G    0.03612    0.03747    0.02711         77        640:        36/49      5.67G    0.03612    0.03747    0.02711         77        640:        36/49      5.67G     0.0361    0.03746     0.0271         68        640:        36/49      5.67G     0.0361    0.03746     0.0271         68        640:        36/49      5.67G    0.03611    0.03745     0.0271         69        640:        36/49      5.67G    0.03611    0.03745     0.0271         69        640:        36/49      5.67G    0.03613    0.03745     0.0271         89        640:        36/49      5.67G    0.03613    0.03745     0.0271         89        640:        36/49      5.67G    0.03613    0.03744    0.02711         62        640:        36/49      5.67G    0.03613    0.03744    0.02711         62        640:        36/49      5.67G    0.03611    0.03745    0.02709         94        640:        36/49      5.67G     0.0361    0.03746    0.02708        106        640:        36/49      5.67G     0.0361    0.03746    0.02708        106        640:        36/49      5.67G     0.0361    0.03747    0.02711         92        640:        36/49      5.67G     0.0361    0.03747    0.02711         92        640:        36/49      5.67G    0.03612    0.03747    0.02712         72        640:        36/49      5.67G    0.03612    0.03747    0.02712         72        640:        36/49      5.67G    0.03611    0.03746    0.02711         76        640:        36/49      5.67G    0.03611    0.03746    0.02711         76        640:        36/49      5.67G    0.03611    0.03746    0.02711         70        640:        36/49      5.67G    0.03611    0.03746    0.02711         70        640:        36/49      5.67G    0.03612    0.03745     0.0271         86        640:        36/49      5.67G    0.03612    0.03745     0.0271         86        640:        36/49      5.67G    0.03612    0.03745    0.02709         86        640:        36/49      5.67G    0.03613    0.03745    0.02709         75        640:        36/49      5.67G    0.03613    0.03745    0.02709         75        640:        36/49      5.67G    0.03611    0.03744    0.02707         66        640:        36/49      5.67G    0.03611    0.03744    0.02707         66        640:        36/49      5.67G    0.03612    0.03745    0.02707         91        640:        36/49      5.67G    0.03612    0.03745    0.02707         91        640:        36/49      5.67G     0.0361    0.03745    0.02705         88        640:        36/49      5.67G     0.0361    0.03745    0.02705         88        640:        36/49      5.67G    0.03611    0.03745    0.02705         72        640:        36/49      5.67G    0.03611    0.03745    0.02705         72        640:        36/49      5.67G    0.03612    0.03746    0.02704        101        640:        36/49      5.67G    0.03612    0.03746    0.02704        101        640:        36/49      5.67G    0.03614    0.03747    0.02707         96        640:        36/49      5.67G    0.03614    0.03747    0.02707         96        640:        36/49      5.67G    0.03614    0.03745    0.02706         50        640:        36/49      5.67G    0.03614    0.03745    0.02706         50        640:        36/49      5.67G    0.03612    0.03745    0.02705         75        640:        36/49      5.67G    0.03613    0.03746    0.02705         84        640:        36/49      5.67G    0.03613    0.03746    0.02705         84        640:        36/49      5.67G    0.03613    0.03746    0.02706         91        640:        36/49      5.67G    0.03613    0.03746    0.02706         91        640:        36/49      5.67G    0.03614    0.03746    0.02706         92        640:        36/49      5.67G    0.03614    0.03746    0.02706         92        640:        36/49      5.67G    0.03613    0.03745    0.02704         55        640:        36/49      5.67G    0.03613    0.03745    0.02704         55        640:        36/49      5.67G    0.03612    0.03745    0.02703         85        640:        36/49      5.67G    0.03612    0.03745    0.02703         85        640:        36/49      5.67G    0.03611    0.03745    0.02702         79        640:        36/49      5.67G    0.03611    0.03745    0.02702         79        640:        36/49      5.67G     0.0361    0.03745    0.02702         68        640:        36/49      5.67G     0.0361    0.03745    0.02704         91        640:        36/49      5.67G     0.0361    0.03745    0.02704         91        640:        36/49      5.67G    0.03612    0.03746    0.02706         87        640:        36/49      5.67G     0.0361    0.03747    0.02704        104        640:        36/49      5.67G     0.0361    0.03747    0.02704        104        640:        36/49      5.67G     0.0361    0.03747    0.02707         91        640:        36/49      5.67G     0.0361    0.03747    0.02707         91        640:        36/49      5.67G    0.03612    0.03748    0.02707         97        640:        36/49      5.67G    0.03612    0.03748    0.02707         97        640:        36/49      5.67G    0.03614    0.03748    0.02707         84        640:        36/49      5.67G    0.03614    0.03748    0.02707         84        640:        36/49      5.67G    0.03616    0.03749    0.02707        107        640:        36/49      5.67G    0.03616    0.03749    0.02707        107        640:        36/49      5.67G    0.03616    0.03748    0.02706         80        640:        36/49      5.67G    0.03615    0.03748    0.02706         86        640:        36/49      5.67G    0.03615    0.03748    0.02706         86        640:        36/49      5.67G    0.03615    0.03748    0.02705         83        640:        36/49      5.67G    0.03616    0.03747    0.02709         55        640:        36/49      5.67G    0.03616    0.03747    0.02709         55        640:        36/49      5.67G    0.03618    0.03747    0.02712         69        640:        36/49      5.67G    0.03618    0.03747    0.02712         69        640:        36/49      5.67G    0.03619    0.03747     0.0271         88        640:        36/49      5.67G    0.03619    0.03747     0.0271         88        640:        36/49      5.67G    0.03617    0.03746    0.02709         69        640:        36/49      5.67G    0.03617    0.03746    0.02709         69        640:        36/49      5.67G    0.03619    0.03747    0.02708        105        640:        36/49      5.67G    0.03619    0.03747    0.02708        105        640:        36/49      5.67G    0.03619    0.03748    0.02709         96        640:        36/49      5.67G    0.03618    0.03747    0.02708         62        640:        36/49      5.67G    0.03618    0.03747    0.02708         62        640:        36/49      5.67G    0.03616    0.03747    0.02707         72        640:        36/49      5.67G    0.03616    0.03747    0.02707         72        640:        36/49      5.67G    0.03619    0.03747    0.02708         94        640:        36/49      5.67G    0.03619    0.03747    0.02708         94        640:        36/49      5.67G    0.03617    0.03747    0.02707         83        640:        36/49      5.67G    0.03617    0.03747    0.02707         83        640:        36/49      5.67G    0.03617    0.03747    0.02706         79        640:        36/49      5.67G    0.03617    0.03747    0.02706         79        640:        36/49      5.67G    0.03617    0.03747    0.02707         69        640:        36/49      5.67G    0.03617    0.03747    0.02707         69        640:        36/49      5.67G    0.03619    0.03746    0.02707         69        640:        36/49      5.67G    0.03619    0.03746    0.02707         69        640:        36/49      5.67G    0.03619    0.03746    0.02709         68        640:        36/49      5.67G    0.03619    0.03744    0.02708         62        640:        36/49      5.67G    0.03619    0.03744    0.02708         62        640:        36/49      5.67G    0.03617    0.03742    0.02706         46        640:        36/49      5.67G    0.03617    0.03742    0.02706         46        640:        36/49      5.67G    0.03618    0.03743    0.02705        118        640:        36/49      5.67G    0.03618    0.03743    0.02705        118        640:        36/49      5.67G    0.03619    0.03742    0.02708         67        640:        36/49      5.67G    0.03619    0.03742    0.02708         67        640:        36/49      5.67G    0.03621    0.03741     0.0271         66        640:        36/49      5.67G    0.03621    0.03741     0.0271         66        640:        36/49      5.67G    0.03622    0.03741    0.02711         73        640:        36/49      5.67G    0.03622    0.03741    0.02711         73        640:        36/49      5.67G    0.03623    0.03742    0.02712        111        640:        36/49      5.67G    0.03623    0.03742    0.02712        111        640:        36/49      5.67G    0.03624    0.03742    0.02711         84        640:        36/49      5.67G    0.03624    0.03742    0.02711         90        640:        36/49      5.67G    0.03624    0.03742    0.02711         90        640:        36/49      5.67G    0.03624    0.03743    0.02714        101        640:        36/49      5.67G    0.03623    0.03742    0.02713         76        640:        36/49      5.67G    0.03623    0.03742    0.02713         76        640:        36/49      5.67G    0.03623    0.03742    0.02712         75        640:        36/49      5.67G    0.03623    0.03742    0.02712         75        640:        36/49      5.67G    0.03623    0.03743    0.02712         99        640:        36/49      5.67G    0.03623    0.03743    0.02712         99        640:        36/49      5.67G    0.03622    0.03744    0.02711         86        640:        36/49      5.67G    0.03622    0.03744    0.02711         86        640:        36/49      5.67G    0.03623    0.03745    0.02711        121        640:        36/49      5.67G    0.03623    0.03745    0.02711        121        640:        36/49      5.67G    0.03621    0.03744     0.0271         76        640:        36/49      5.67G    0.03619    0.03744    0.02709         65        640:        36/49      5.67G    0.03619    0.03744    0.02709         65        640:        36/49      5.67G    0.03619    0.03744    0.02712         70        640:        36/49      5.67G    0.03618    0.03743     0.0271         64        640:        36/49      5.67G    0.03618    0.03743     0.0271         64        640:        36/49      5.67G     0.0362    0.03742    0.02713         77        640:        36/49      5.67G     0.0362    0.03742    0.02713         77        640:        36/49      5.67G    0.03619    0.03742    0.02712         80        640:        36/49      5.67G    0.03619    0.03742    0.02712         80        640:        36/49      5.67G    0.03617    0.03741    0.02711         63        640:        36/49      5.67G    0.03617    0.03741    0.02711         63        640:        36/49      5.67G    0.03617    0.03741     0.0271         80        640:        36/49      5.67G    0.03617    0.03741     0.0271         80        640:        36/49      5.67G    0.03617    0.03742     0.0271         88        640:        36/49      5.67G    0.03616    0.03741    0.02709         76        640:        36/49      5.67G    0.03616    0.03741    0.02709         76        640:        36/49      5.67G    0.03615    0.03741    0.02707         77        640:        36/49      5.67G    0.03615    0.03741    0.02707         77        640:        36/49      5.67G    0.03615    0.03741    0.02712         73        640:        36/49      5.67G    0.03615    0.03741    0.02712         73        640:        36/49      5.67G    0.03614    0.03741    0.02713         77        640:        36/49      5.67G    0.03614    0.03741    0.02713         77        640:        36/49      5.67G    0.03613     0.0374    0.02713         74        640:        36/49      5.67G    0.03613     0.0374    0.02713         74        640:        36/49      5.67G    0.03613    0.03741    0.02712         91        640:        36/49      5.67G    0.03613    0.03741    0.02712         91        640:        36/49      5.67G    0.03615    0.03741     0.0271         99        640:        36/49      5.67G    0.03615    0.03741     0.0271         99        640:        36/49      5.67G    0.03613    0.03741    0.02709         86        640:        36/49      5.67G    0.03613    0.03741    0.02708         81        640:        36/49      5.67G    0.03613    0.03741    0.02708         81        640:        36/49      5.67G    0.03614    0.03742    0.02708        108        640:        36/49      5.67G    0.03614    0.03741    0.02707         52        640:        36/49      5.67G    0.03614    0.03741    0.02707         52        640:        36/49      5.67G    0.03614     0.0374    0.02709         68        640:        36/49      5.67G    0.03614     0.0374    0.02709         68        640:        36/49      5.67G    0.03614     0.0374     0.0271         71        640:        36/49      5.67G    0.03614     0.0374     0.0271         71        640:        36/49      5.67G    0.03615     0.0374    0.02711         72        640:        36/49      5.67G    0.03615     0.0374    0.02711         72        640: 1      36/49      5.67G    0.03615     0.0374     0.0271         83        640: 1      36/49      5.67G    0.03615     0.0374     0.0271         83        640: 1      36/49      5.67G    0.03616     0.0374     0.0271         87        640: 1      36/49      5.67G    0.03615    0.03738    0.02707          7        640: 1      36/49      5.67G    0.03615    0.03738    0.02707          7        640: 100%|██████████| 750/750 [2:39:56<00:00, 12.79s/it]\n",
    "                 Class     Images  Instances          P          R      mAP50   \n",
    "                   all       3425       7416      0.394      0.508      0.371      0.185\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      37/49      5.67G    0.03576     0.0373    0.02596         15        640: 100%|██████████| 750/750 [02:35<00:00,  4.82it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:14<00:00,  7.22it/s]\n",
    "                   all       3425       7416      0.387      0.517      0.365      0.184\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      38/49      5.67G    0.03529    0.03734    0.02524         20        640: 100%|██████████| 750/750 [02:36<00:00,  4.81it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:16<00:00,  6.51it/s]\n",
    "                   all       3425       7416      0.402      0.511      0.381      0.192\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      39/49      5.67G    0.03534    0.03716    0.02633         16        640: 100%|██████████| 750/750 [02:41<00:00,  4.63it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:19<00:00,  5.65it/s]\n",
    "                   all       3425       7416      0.386      0.515      0.384      0.196\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      40/49      5.67G    0.03529    0.03716    0.02535         22        640: 100%|██████████| 750/750 [02:52<00:00,  4.35it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.07it/s]\n",
    "                   all       3425       7416      0.393      0.519      0.377      0.192\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      41/49      5.67G    0.03443    0.03685    0.02457         12        640: 100%|██████████| 750/750 [02:46<00:00,  4.51it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:18<00:00,  5.98it/s]\n",
    "                   all       3425       7416      0.391      0.522      0.369      0.187\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      42/49      5.67G    0.03401    0.03692      0.025          8        640: 100%|██████████| 750/750 [02:41<00:00,  4.66it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:17<00:00,  6.16it/s]\n",
    "                   all       3425       7416      0.408      0.528      0.383      0.198\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      43/49      5.67G    0.03422    0.03699     0.0242         13        640: 100%|██████████| 750/750 [02:36<00:00,  4.78it/s]\n",
    "                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100%|██████████| 108/108 [00:16<00:00,  6.53it/s]\n",
    "                   all       3425       7416      0.408      0.522      0.385      0.199\n",
    "\n",
    "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
    "      44/49      5.67G    0.03356    0.03674    0.02459         78        640:  64%|██████▍   | 479/750 [01:21<00:36,  7.42it/s]\n",
    "      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[31mERROR: launchpadlib 1.10.13 requires testresources, which is not installed.\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install -qr yolov5/requirements.txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mtrain: \u001b[0mweights=yolov5/yolov5s.pt, cfg=, data=yolov5/voc2012.yaml, hyp=yolov5/data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, evolve_population=yolov5/data/hyps, resume_evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=yolov5/runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest, ndjson_console=False, ndjson_file=False\n",
      "\u001b[34m\u001b[1mgithub: \u001b[0m⚠️ YOLOv5 is out of date by 2840 commits. Use 'git pull ultralytics master' or 'git clone https://github.com/ultralytics/yolov5' to update.\n",
      "YOLOv5 🚀 e787d2f7 Python-3.12.4 torch-2.3.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3090, 24245MiB)\n",
      "\n",
      "\u001b[34m\u001b[1mhyperparameters: \u001b[0mlr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0\n",
      "\u001b[34m\u001b[1mComet: \u001b[0mrun 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet\n",
      "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir yolov5/runs/train', view at http://localhost:6006/\n",
      "\n",
      "                 from  n    params  module                                  arguments                     \n",
      "  0                -1  1      3520  models.common.Conv                      [3, 32, 6, 2, 2]              \n",
      "  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                \n",
      "  2                -1  1     18816  models.common.C3                        [64, 64, 1]                   \n",
      "  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               \n",
      "  4                -1  2    115712  models.common.C3                        [128, 128, 2]                 \n",
      "  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              \n",
      "  6                -1  3    625152  models.common.C3                        [256, 256, 3]                 \n",
      "  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              \n",
      "  8                -1  1   1182720  models.common.C3                        [512, 512, 1]                 \n",
      "  9                -1  1    656896  models.common.SPPF                      [512, 512, 5]                 \n",
      " 10                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              \n",
      " 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
      " 12           [-1, 6]  1         0  models.common.Concat                    [1]                           \n",
      " 13                -1  1    361984  models.common.C3                        [512, 256, 1, False]          \n",
      " 14                -1  1     33024  models.common.Conv                      [256, 128, 1, 1]              \n",
      " 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          \n",
      " 16           [-1, 4]  1         0  models.common.Concat                    [1]                           \n",
      " 17                -1  1     90880  models.common.C3                        [256, 128, 1, False]          \n",
      " 18                -1  1    147712  models.common.Conv                      [128, 128, 3, 2]              \n",
      " 19          [-1, 14]  1         0  models.common.Concat                    [1]                           \n",
      " 20                -1  1    296448  models.common.C3                        [256, 256, 1, False]          \n",
      " 21                -1  1    590336  models.common.Conv                      [256, 256, 3, 2]              \n",
      " 22          [-1, 10]  1         0  models.common.Concat                    [1]                           \n",
      " 23                -1  1   1182720  models.common.C3                        [512, 512, 1, False]          \n",
      " 24      [17, 20, 23]  1    229245  models.yolo.Detect                      [80, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]\n",
      "Model summary: 214 layers, 7235389 parameters, 7235389 gradients, 16.6 GFLOPs\n",
      "\n",
      "Transferred 349/349 items from yolov5/yolov5s.pt\n",
      "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n",
      "freezing model.0.conv.weight\n",
      "freezing model.0.bn.weight\n",
      "freezing model.0.bn.bias\n",
      "\u001b[34m\u001b[1moptimizer:\u001b[0m SGD(lr=0.01) with parameter groups 57 weight(decay=0.0), 60 weight(decay=0.0005), 60 bias\n",
      "\u001b[34m\u001b[1mtrain: \u001b[0mScanning /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/lab\u001b[0m\n",
      "\u001b[34m\u001b[1mval: \u001b[0mScanning /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/label\u001b[0m\n",
      "\n",
      "\u001b[34m\u001b[1mAutoAnchor: \u001b[0m2.29 anchors/target, 0.999 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅\n",
      "Plotting labels to yolov5/runs/train/exp6/labels.jpg... \n",
      "Image sizes 640 train, 640 val\n",
      "Using 8 dataloader workers\n",
      "Logging results to \u001b[1myolov5/runs/train/exp6\u001b[0m\n",
      "Starting training for 100 epochs...\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       0/99      3.21G    0.05286    0.04205    0.03934         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.376      0.383      0.325       0.13\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       1/99      5.67G    0.04425    0.03887    0.03496         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.251      0.327      0.216     0.0763\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       2/99      5.67G    0.04501    0.03909    0.03903         13        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.321      0.236      0.152     0.0551\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       3/99      5.67G     0.0459    0.03919    0.04155         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.301      0.243      0.172     0.0593\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       4/99      5.67G     0.0436    0.03906    0.04029         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.23      0.239      0.163       0.06\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       5/99      5.67G    0.04306    0.03883     0.0384         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.256      0.285      0.184     0.0722\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       6/99      5.67G    0.04213     0.0389    0.03688         35        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.253      0.298      0.191     0.0722\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       7/99      5.67G    0.04176    0.03878    0.03772         14        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.304       0.31      0.239      0.101\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       8/99      5.67G    0.04156    0.03892    0.03741         21        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.272      0.316      0.198     0.0762\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "       9/99      5.67G    0.04144    0.03946    0.03669         11        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.287      0.343      0.234     0.0932\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      10/99      5.67G    0.04136    0.03869    0.03576         19        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.311      0.328      0.236        0.1\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      11/99      5.67G    0.04058    0.03894    0.03482         21        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.302       0.37      0.246      0.105\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      12/99      5.67G    0.04058     0.0384    0.03487         11        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.292      0.339      0.236     0.0973\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      13/99      5.67G    0.04025    0.03823    0.03473          8        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.308      0.378      0.268      0.113\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      14/99      5.67G    0.03954    0.03866    0.03375         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.32      0.379      0.271      0.115\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      15/99      5.67G    0.03935     0.0387    0.03469         17        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.287      0.324      0.234     0.0966\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      16/99      5.67G    0.03966    0.03829    0.03459         12        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.319      0.378      0.266      0.118\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      17/99      5.67G    0.03965    0.03856    0.03429         10        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.323      0.373      0.265      0.119\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      18/99      5.67G    0.03955    0.03859    0.03345         21        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.31       0.39      0.262      0.114\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      19/99      5.67G    0.03965    0.03808    0.03261         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.336      0.386       0.29      0.128\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      20/99      5.67G    0.03939    0.03848    0.03285          8        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.312      0.394      0.263      0.116\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      21/99      5.67G    0.03872     0.0385    0.03319         33        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.317      0.384      0.273      0.119\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      22/99      5.67G    0.03815    0.03817    0.03156         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.34      0.391      0.293      0.128\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      23/99      5.67G    0.03887    0.03821    0.03252         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.334      0.401      0.289      0.128\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      24/99      5.67G    0.03828    0.03797    0.03203         10        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.366      0.418      0.312      0.137\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      25/99      5.67G    0.03729     0.0382    0.03162         24        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.354      0.431      0.307      0.142\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      26/99      5.67G    0.03821    0.03813    0.03157         19        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.343      0.413      0.303       0.14\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      27/99      5.67G    0.03844    0.03813    0.03182         12        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.372      0.432      0.334      0.156\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      28/99      5.67G    0.03727    0.03793    0.03054          7        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.36      0.434      0.318      0.151\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      29/99      5.67G    0.03772    0.03816    0.03069         12        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.362      0.436      0.331      0.151\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      30/99      5.67G    0.03881    0.03821    0.03191          9        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.36      0.448      0.328       0.15\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      31/99      5.67G    0.03855    0.03795    0.03191         17        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.363      0.443       0.32      0.152\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      32/99      5.67G    0.03763    0.03761    0.03031         19        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.385      0.446      0.336      0.159\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      33/99      5.67G    0.03768    0.03772    0.03068          7        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.375      0.452      0.339      0.165\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      34/99      5.67G    0.03736    0.03797    0.03053         17        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.369      0.464      0.324      0.153\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      35/99      5.67G    0.03795    0.03789    0.03035         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.36      0.456      0.314      0.146\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      36/99      5.67G    0.03785    0.03792     0.0305          7        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.375      0.454      0.341      0.165\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      37/99      5.67G    0.03769    0.03783    0.02946         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.374      0.461      0.346      0.171\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      38/99      5.67G    0.03736      0.038    0.02907         20        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.374      0.467      0.349      0.171\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      39/99      5.67G    0.03736    0.03779    0.03036         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.381      0.458      0.347      0.172\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      40/99      5.67G    0.03773    0.03786    0.02916         22        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.367      0.469      0.335      0.161\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      41/99      5.67G    0.03662    0.03752    0.02842         12        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.388      0.488       0.35      0.168\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      42/99      5.67G    0.03638    0.03761    0.02936          8        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.393       0.47      0.357      0.175\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      43/99      5.67G    0.03659    0.03764    0.02816         13        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.395      0.488      0.366      0.183\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      44/99      5.67G    0.03612    0.03743    0.02834         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.402      0.486      0.372      0.185\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      45/99      5.67G    0.03624    0.03728    0.02827         14        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.388      0.488       0.36       0.18\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      46/99      5.67G    0.03652    0.03759    0.02729         23        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.396      0.499      0.355      0.182\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      47/99      5.67G    0.03617    0.03773     0.0285         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.397      0.496      0.371      0.185\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      48/99      5.67G    0.03681    0.03741    0.02813         13        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.395      0.498      0.375      0.189\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      49/99      5.67G    0.03638    0.03787     0.0282         23        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.392      0.495      0.359      0.177\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      50/99      5.67G    0.03625    0.03763    0.02755         25        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.382      0.498      0.362      0.183\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      51/99      5.67G    0.03635    0.03759    0.02711         20        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.394        0.5      0.372      0.187\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      52/99      5.67G    0.03602    0.03762    0.02675         21        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.401      0.515       0.38      0.192\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      53/99      5.67G     0.0355     0.0375    0.02674         17        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.397      0.513      0.369      0.186\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      54/99      5.67G    0.03572    0.03729    0.02758          9        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.405      0.515      0.371      0.192\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      55/99      5.67G    0.03571    0.03734    0.02678         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.401      0.514      0.377      0.194\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      56/99      5.67G    0.03534    0.03768    0.02633         22        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.39      0.513      0.374      0.193\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      57/99      5.67G    0.03588    0.03736     0.0272         22        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.396       0.52      0.371      0.192\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      58/99      5.67G    0.03542    0.03724    0.02599         11        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.402      0.524      0.384      0.199\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      59/99      5.67G    0.03524    0.03682    0.02691         25        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.398      0.521      0.385      0.201\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      60/99      5.67G    0.03509    0.03684    0.02608         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.402      0.521      0.382      0.199\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      61/99      5.67G    0.03522    0.03707    0.02635         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.408      0.527      0.384      0.202\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      62/99      5.67G    0.03527    0.03725    0.02604         10        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.41      0.539      0.385      0.201\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      63/99      5.67G    0.03497    0.03696    0.02641         20        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.409      0.538      0.385      0.201\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      64/99      5.67G    0.03484    0.03716    0.02545         12        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.41      0.536      0.386      0.203\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      65/99      5.67G    0.03454    0.03678    0.02484         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.409      0.538      0.386      0.204\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      66/99      5.67G    0.03516    0.03709    0.02559         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.406      0.533      0.386      0.204\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      67/99      5.67G    0.03492    0.03702     0.0248         12        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.407      0.534      0.386      0.205\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      68/99      5.67G    0.03477    0.03704    0.02524         13        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.409      0.533      0.387      0.205\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      69/99      5.67G    0.03469     0.0368    0.02469         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.405      0.535      0.387      0.206\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      70/99      5.67G    0.03467    0.03689    0.02402         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.405      0.534      0.388      0.207\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      71/99      5.67G    0.03432    0.03668     0.0236         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.404      0.537      0.392      0.209\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      72/99      5.67G    0.03416    0.03694    0.02525         25        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.408      0.529      0.393       0.21\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      73/99      5.67G    0.03435    0.03658    0.02458         12        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.411      0.531      0.398      0.213\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      74/99      5.67G    0.03431    0.03693    0.02433         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.405      0.535      0.396      0.212\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      75/99      5.67G    0.03335    0.03633    0.02362         10        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.411      0.533      0.396      0.212\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      76/99      5.67G    0.03368    0.03667    0.02326         13        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.412      0.539      0.397      0.213\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      77/99      5.67G    0.03394    0.03673    0.02388         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416       0.41      0.542      0.394      0.212\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      78/99      5.67G    0.03377    0.03659    0.02284         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.408      0.544      0.392       0.21\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      79/99      5.67G    0.03341    0.03637     0.0229         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.408      0.548      0.393      0.211\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      80/99      5.67G    0.03312    0.03647    0.02261         20        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.409      0.548      0.393       0.21\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      81/99      5.67G    0.03413    0.03675    0.02341          6        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.413      0.548      0.395      0.212\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      82/99      5.67G    0.03258    0.03633    0.02211          6        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.411      0.549      0.395      0.212\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      83/99      5.67G     0.0334    0.03625    0.02314         14        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.412      0.547      0.396      0.212\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      84/99      5.67G    0.03282    0.03647    0.02293         14        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.415      0.549      0.398      0.213\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      85/99      5.67G    0.03242     0.0363    0.02254         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.417      0.549      0.398      0.213\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      86/99      5.67G    0.03305    0.03655    0.02288         26        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.417       0.55      0.399      0.214\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      87/99      5.67G    0.03256    0.03636     0.0227         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.416      0.552        0.4      0.215\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      88/99      5.67G     0.0326    0.03618    0.02168         11        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.418      0.554      0.401      0.215\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      89/99      5.67G    0.03224    0.03652    0.02155          9        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.418      0.553      0.401      0.216\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      90/99      5.67G    0.03235    0.03596    0.02109         12        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.419      0.553      0.401      0.216\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      91/99      5.67G    0.03215      0.036    0.02108          9        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.419      0.554      0.401      0.216\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      92/99      5.67G    0.03166    0.03578    0.02126         11        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.422      0.556      0.402      0.216\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      93/99      5.67G    0.03196    0.03596    0.02083          4        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.423      0.557      0.402      0.216\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      94/99      5.67G    0.03195     0.0359    0.02083         17        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.425      0.557      0.403      0.217\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      95/99      5.67G    0.03172     0.0362    0.02047         21        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.425      0.556      0.402      0.216\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      96/99      5.67G    0.03151    0.03579    0.02032         15        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.426      0.556      0.402      0.216\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      97/99      5.67G    0.03122    0.03585    0.02085         14        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.425      0.559      0.403      0.217\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      98/99      5.67G    0.03151    0.03613    0.02095         16        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.424      0.559      0.403      0.217\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size\n",
      "      99/99      5.67G    0.03142    0.03591    0.02038         18        640: 1\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.425      0.557      0.403      0.217\n",
      "\n",
      "100 epochs completed in 4.660 hours.\n",
      "Optimizer stripped from yolov5/runs/train/exp6/weights/last.pt, 14.7MB\n",
      "Optimizer stripped from yolov5/runs/train/exp6/weights/best.pt, 14.7MB\n",
      "\n",
      "Validating yolov5/runs/train/exp6/weights/best.pt...\n",
      "Fusing layers... \n",
      "Model summary: 157 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.426      0.556      0.403      0.217\n",
      "                person       3425       3211      0.501      0.777      0.577      0.329\n",
      "               bicycle       3425        158      0.344      0.565       0.34      0.185\n",
      "                   car       3425        432      0.398      0.562      0.377      0.203\n",
      "             motorbike       3425        169       0.37      0.556      0.336      0.175\n",
      "             aeroplane       3425        194      0.473      0.755      0.492      0.248\n",
      "                   bus       3425        152      0.526      0.702      0.565      0.327\n",
      "                 train       3425        135      0.476      0.741      0.447      0.247\n",
      "                  boat       3425        224      0.442      0.561      0.424      0.203\n",
      "                  bird       3425        218      0.411      0.693      0.437       0.24\n",
      "                   cat       3425        255      0.431       0.71      0.425      0.214\n",
      "                   dog       3425        275      0.376      0.618      0.354      0.207\n",
      "                 horse       3425        192      0.454        0.5       0.44      0.248\n",
      "                 sheep       3425        150      0.474      0.607      0.497      0.275\n",
      "                   cow       3425        111       0.37      0.625      0.424      0.236\n",
      "                bottle       3425        283      0.454      0.389      0.345      0.178\n",
      "                 chair       3425        572       0.43       0.35      0.358      0.176\n",
      "                  sofa       3425        124      0.363      0.339       0.29      0.154\n",
      "           pottedplant       3425        249      0.372      0.386      0.308      0.136\n",
      "           diningtable       3425        133      0.495      0.128      0.208      0.102\n",
      "             tvmonitor       3425        179       0.35      0.559      0.412      0.259\n",
      "Results saved to \u001b[1myolov5/runs/train/exp6\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!python yolov5/train.py --data yolov5/voc2012.yaml --epochs 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mval: \u001b[0mdata=yolov5/voc2012.yaml, weights=['yolov5/runs/train/exp7/weights/best.pt'], batch_size=32, imgsz=640, conf_thres=0.001, iou_thres=0.6, max_det=300, task=val, device=, workers=8, single_cls=False, augment=False, verbose=False, save_txt=False, save_hybrid=False, save_conf=False, save_json=False, project=yolov5/runs/val, name=exp, exist_ok=False, half=False, dnn=False\n",
      "YOLOv5 🚀 a45b481b Python-3.12.4 torch-2.3.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3090, 24245MiB)\n",
      "\n",
      "Fusing layers... \n",
      "Model summary: 157 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n",
      "\u001b[34m\u001b[1mval: \u001b[0mScanning /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/label\u001b[0m\n",
      "                 Class     Images  Instances          P          R      mAP50   \n",
      "                   all       3425       7416      0.406      0.483      0.366      0.182\n",
      "Speed: 0.1ms pre-process, 2.1ms inference, 2.7ms NMS per image at shape (32, 3, 640, 640)\n",
      "Results saved to \u001b[1myolov5/runs/val/exp2\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!python yolov5/val.py --data yolov5/voc2012.yaml --weights yolov5/runs/train/exp7/weights/best.pt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mdetect: \u001b[0mweights=['yolov5/runs/train/exp7/weights/best.pt'], source=yolov5/datasets/VOCdevkit/VOC2012/images/test, data=yolov5/data/coco128.yaml, imgsz=[640, 640], conf_thres=0.25, iou_thres=0.45, max_det=1000, device=, view_img=False, save_txt=False, save_csv=False, save_conf=False, save_crop=False, nosave=False, classes=None, agnostic_nms=False, augment=False, visualize=False, update=False, project=yolov5/runs/detect, name=exp, exist_ok=False, line_thickness=3, hide_labels=False, hide_conf=False, half=False, dnn=False, vid_stride=1\n",
      "YOLOv5 🚀 a45b481b Python-3.12.4 torch-2.3.1+cu121 CUDA:0 (NVIDIA GeForce RTX 3090, 24245MiB)\n",
      "\n",
      "Fusing layers... \n",
      "Model summary: 157 layers, 7225885 parameters, 0 gradients, 16.4 GFLOPs\n",
      "image 1/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_000363.jpg: 448x640 (no detections), 38.8ms\n",
      "image 2/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_000528.jpg: 480x640 (no detections), 38.6ms\n",
      "image 3/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_000636.jpg: 448x640 1 person, 6.9ms\n",
      "image 4/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_000847.jpg: 640x480 (no detections), 36.5ms\n",
      "image 5/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001185.jpg: 480x640 1 bottle, 2.3ms\n",
      "image 6/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001239.jpg: 480x640 (no detections), 2.3ms\n",
      "image 7/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001289.jpg: 416x640 2 birds, 34.8ms\n",
      "image 8/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001321.jpg: 448x640 (no detections), 2.2ms\n",
      "image 9/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001397.jpg: 640x448 (no detections), 34.0ms\n",
      "image 10/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001416.jpg: 448x640 (no detections), 2.3ms\n",
      "image 11/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001430.jpg: 480x640 1 person, 2.4ms\n",
      "image 12/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001586.jpg: 544x640 1 person, 34.9ms\n",
      "image 13/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001627.jpg: 640x480 2 persons, 2.3ms\n",
      "image 14/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_001774.jpg: 448x640 (no detections), 2.2ms\n",
      "image 15/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_002024.jpg: 480x640 1 person, 1 bus, 2.3ms\n",
      "image 16/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_002079.jpg: 480x640 1 person, 2.3ms\n",
      "image 17/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_002107.jpg: 480x640 1 aeroplane, 2 birds, 2.3ms\n",
      "image 18/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_002198.jpg: 480x640 (no detections), 2.3ms\n",
      "image 19/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_002387.jpg: 480x640 1 person, 2.3ms\n",
      "image 20/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_002611.jpg: 480x640 (no detections), 2.3ms\n",
      "image 21/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_002896.jpg: 640x480 (no detections), 2.3ms\n",
      "image 22/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_003169.jpg: 480x640 (no detections), 2.3ms\n",
      "image 23/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_003503.jpg: 448x640 1 person, 1 car, 1 bus, 2.2ms\n",
      "image 24/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_003831.jpg: 480x640 (no detections), 2.4ms\n",
      "image 25/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_003991.jpg: 512x640 (no detections), 34.8ms\n",
      "image 26/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_004052.jpg: 416x640 1 aeroplane, 2.2ms\n",
      "image 27/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_004397.jpg: 640x512 (no detections), 34.2ms\n",
      "image 28/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_004405.jpg: 640x448 (no detections), 1.9ms\n",
      "image 29/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_004627.jpg: 480x640 (no detections), 2.0ms\n",
      "image 30/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_004707.jpg: 640x480 1 person, 1 pottedplant, 2.0ms\n",
      "image 31/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_005064.jpg: 480x640 1 person, 1 bicycle, 2.0ms\n",
      "image 32/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_005086.jpg: 480x640 (no detections), 2.1ms\n",
      "image 33/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_005845.jpg: 448x640 1 person, 2.0ms\n",
      "image 34/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_006004.jpg: 640x448 1 person, 1.9ms\n",
      "image 35/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_006254.jpg: 448x640 (no detections), 2.0ms\n",
      "image 36/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_006260.jpg: 480x640 1 cat, 2.2ms\n",
      "image 37/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_006282.jpg: 448x640 1 person, 2.1ms\n",
      "image 38/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_006647.jpg: 480x640 1 person, 2.2ms\n",
      "image 39/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_006698.jpg: 480x640 (no detections), 2.2ms\n",
      "image 40/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_006944.jpg: 448x640 5 sheeps, 2.1ms\n",
      "image 41/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_006946.jpg: 448x640 2 aeroplanes, 2.0ms\n",
      "image 42/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007021.jpg: 480x640 1 bottle, 2.2ms\n",
      "image 43/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007083.jpg: 640x448 (no detections), 2.0ms\n",
      "image 44/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007195.jpg: 448x640 (no detections), 2.1ms\n",
      "image 45/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007415.jpg: 480x640 1 person, 2.2ms\n",
      "image 46/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007534.jpg: 480x640 (no detections), 2.1ms\n",
      "image 47/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007606.jpg: 480x640 (no detections), 2.1ms\n",
      "image 48/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007769.jpg: 640x480 1 person, 2.1ms\n",
      "image 49/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007891.jpg: 640x448 (no detections), 2.0ms\n",
      "image 50/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007892.jpg: 640x480 1 person, 2.2ms\n",
      "image 51/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_007910.jpg: 480x640 1 person, 2.2ms\n",
      "image 52/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_008396.jpg: 480x640 (no detections), 2.2ms\n",
      "image 53/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_008802.jpg: 448x640 2 persons, 2.1ms\n",
      "image 54/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_008816.jpg: 480x640 (no detections), 2.2ms\n",
      "image 55/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_008897.jpg: 448x640 (no detections), 2.1ms\n",
      "image 56/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_008973.jpg: 448x640 (no detections), 2.1ms\n",
      "image 57/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009040.jpg: 480x640 1 person, 2.2ms\n",
      "image 58/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009088.jpg: 480x640 (no detections), 2.4ms\n",
      "image 59/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009221.jpg: 448x640 (no detections), 4.3ms\n",
      "image 60/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009258.jpg: 640x448 1 person, 4.3ms\n",
      "image 61/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009605.jpg: 480x640 (no detections), 2.8ms\n",
      "image 62/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009607.jpg: 480x640 1 bird, 5.2ms\n",
      "image 63/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009649.jpg: 480x640 1 person, 4.6ms\n",
      "image 64/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009779.jpg: 480x640 1 person, 1 car, 7.0ms\n",
      "image 65/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009897.jpg: 480x640 1 horse, 3.2ms\n",
      "image 66/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2007_009910.jpg: 640x416 (no detections), 37.2ms\n",
      "image 67/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000050.jpg: 480x640 1 car, 7.0ms\n",
      "image 68/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000074.jpg: 480x640 (no detections), 3.1ms\n",
      "image 69/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000093.jpg: 480x640 (no detections), 3.1ms\n",
      "image 70/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000138.jpg: 608x640 1 person, 39.6ms\n",
      "image 71/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000142.jpg: 448x640 1 horse, 11.4ms\n",
      "image 72/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000151.jpg: 480x640 (no detections), 3.2ms\n",
      "image 73/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000185.jpg: 448x640 1 car, 2.9ms\n",
      "image 74/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000187.jpg: 448x640 1 car, 2.9ms\n",
      "image 75/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000274.jpg: 448x640 1 pottedplant, 6.6ms\n",
      "image 76/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000309.jpg: 480x640 2 tvmonitors, 11.4ms\n",
      "image 77/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000315.jpg: 480x640 1 person, 2 cars, 3.7ms\n",
      "image 78/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000346.jpg: 480x640 1 person, 1 car, 7.3ms\n",
      "image 79/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000361.jpg: 448x640 1 bird, 9.0ms\n",
      "image 80/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000373.jpg: 416x640 (no detections), 3.0ms\n",
      "image 81/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000383.jpg: 480x640 1 person, 3.0ms\n",
      "image 82/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000392.jpg: 640x480 (no detections), 3.0ms\n",
      "image 83/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000413.jpg: 640x480 (no detections), 9.3ms\n",
      "image 84/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000419.jpg: 480x640 (no detections), 11.6ms\n",
      "image 85/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000423.jpg: 480x640 (no detections), 11.5ms\n",
      "image 86/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000428.jpg: 416x640 (no detections), 10.1ms\n",
      "image 87/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000437.jpg: 480x640 (no detections), 11.5ms\n",
      "image 88/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000455.jpg: 448x640 (no detections), 11.3ms\n",
      "image 89/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000475.jpg: 640x448 1 person, 6.0ms\n",
      "image 90/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000491.jpg: 448x640 (no detections), 2.7ms\n",
      "image 91/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000492.jpg: 480x640 (no detections), 2.9ms\n",
      "image 92/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000493.jpg: 480x640 1 person, 5.1ms\n",
      "image 93/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000515.jpg: 640x640 (no detections), 7.8ms\n",
      "image 94/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000522.jpg: 480x640 (no detections), 11.3ms\n",
      "image 95/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000562.jpg: 480x640 2 persons, 11.4ms\n",
      "image 96/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000583.jpg: 448x640 1 person, 7.1ms\n",
      "image 97/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000585.jpg: 480x640 (no detections), 2.9ms\n",
      "image 98/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000614.jpg: 448x640 2 persons, 2.4ms\n",
      "image 99/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000630.jpg: 640x352 1 person, 35.8ms\n",
      "image 100/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000648.jpg: 448x640 1 person, 2.5ms\n",
      "image 101/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000673.jpg: 448x640 (no detections), 4.4ms\n",
      "image 102/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000676.jpg: 640x640 (no detections), 7.2ms\n",
      "image 103/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000719.jpg: 448x640 2 persons, 1 car, 2.3ms\n",
      "image 104/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000725.jpg: 448x640 1 person, 2.2ms\n",
      "image 105/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000729.jpg: 480x640 (no detections), 6.8ms\n",
      "image 106/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000733.jpg: 640x512 (no detections), 4.4ms\n",
      "image 107/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000753.jpg: 640x480 2 persons, 4.3ms\n",
      "image 108/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000761.jpg: 480x640 (no detections), 6.9ms\n",
      "image 109/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000764.jpg: 640x480 1 person, 6.8ms\n",
      "image 110/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000780.jpg: 480x640 2 persons, 2.9ms\n",
      "image 111/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000832.jpg: 416x640 1 bird, 6.7ms\n",
      "image 112/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000853.jpg: 640x480 (no detections), 2.3ms\n",
      "image 113/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000854.jpg: 448x640 1 motorbike, 2.2ms\n",
      "image 114/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000861.jpg: 320x640 (no detections), 34.8ms\n",
      "image 115/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000868.jpg: 640x480 3 persons, 2.0ms\n",
      "image 116/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000899.jpg: 640x544 (no detections), 34.9ms\n",
      "image 117/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000924.jpg: 480x640 (no detections), 2.0ms\n",
      "image 118/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000953.jpg: 480x640 1 person, 2.0ms\n",
      "image 119/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_000965.jpg: 480x640 (no detections), 2.0ms\n",
      "image 120/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001004.jpg: 480x640 (no detections), 2.0ms\n",
      "image 121/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001009.jpg: 640x480 (no detections), 2.1ms\n",
      "image 122/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001020.jpg: 480x640 (no detections), 2.2ms\n",
      "image 123/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001039.jpg: 416x640 2 persons, 2.1ms\n",
      "image 124/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001042.jpg: 480x640 3 cars, 2.2ms\n",
      "image 125/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001057.jpg: 640x448 1 person, 2.1ms\n",
      "image 126/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001066.jpg: 480x640 2 persons, 2.3ms\n",
      "image 127/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001081.jpg: 448x640 (no detections), 2.2ms\n",
      "image 128/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001092.jpg: 448x640 1 person, 2.2ms\n",
      "image 129/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001136.jpg: 480x640 2 boats, 2.3ms\n",
      "image 130/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001164.jpg: 640x448 (no detections), 2.1ms\n",
      "image 131/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001182.jpg: 480x640 1 dog, 2.3ms\n",
      "image 132/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001248.jpg: 640x480 1 person, 2.2ms\n",
      "image 133/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001257.jpg: 640x480 (no detections), 2.2ms\n",
      "image 134/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001260.jpg: 480x640 1 boat, 2.3ms\n",
      "image 135/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001262.jpg: 512x640 (no detections), 2.3ms\n",
      "image 136/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001296.jpg: 640x480 (no detections), 2.2ms\n",
      "image 137/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001306.jpg: 640x448 2 persons, 2.1ms\n",
      "image 138/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001314.jpg: 640x480 1 person, 2.2ms\n",
      "image 139/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001318.jpg: 640x480 (no detections), 2.2ms\n",
      "image 140/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001353.jpg: 640x480 1 person, 2.2ms\n",
      "image 141/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001375.jpg: 448x640 2 persons, 2.2ms\n",
      "image 142/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001390.jpg: 480x640 (no detections), 2.3ms\n",
      "image 143/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001399.jpg: 480x640 (no detections), 2.3ms\n",
      "image 144/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001419.jpg: 480x640 1 person, 2.3ms\n",
      "image 145/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001437.jpg: 480x640 1 person, 2.2ms\n",
      "image 146/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001444.jpg: 480x640 (no detections), 2.3ms\n",
      "image 147/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001481.jpg: 640x480 (no detections), 2.2ms\n",
      "image 148/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001498.jpg: 448x640 2 dogs, 2.2ms\n",
      "image 149/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001523.jpg: 640x448 2 persons, 2.2ms\n",
      "image 150/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001544.jpg: 480x640 (no detections), 2.3ms\n",
      "image 151/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001547.jpg: 640x640 2 persons, 2.6ms\n",
      "image 152/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001566.jpg: 448x640 2 persons, 2.2ms\n",
      "image 153/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001575.jpg: 480x640 1 boat, 2.3ms\n",
      "image 154/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001582.jpg: 480x640 1 person, 2.3ms\n",
      "image 155/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001589.jpg: 640x416 (no detections), 2.1ms\n",
      "image 156/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001594.jpg: 448x640 3 persons, 2.1ms\n",
      "image 157/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001596.jpg: 480x640 1 person, 2.2ms\n",
      "image 158/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001610.jpg: 480x640 1 cat, 2.2ms\n",
      "image 159/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001629.jpg: 480x640 (no detections), 2.3ms\n",
      "image 160/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001653.jpg: 640x448 2 cows, 2.1ms\n",
      "image 161/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001697.jpg: 448x640 2 persons, 2.1ms\n",
      "image 162/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001717.jpg: 480x640 1 car, 2.2ms\n",
      "image 163/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001723.jpg: 480x640 1 chair, 2.2ms\n",
      "image 164/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001809.jpg: 480x640 3 chairs, 2.1ms\n",
      "image 165/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001837.jpg: 448x640 2 persons, 2.1ms\n",
      "image 166/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001907.jpg: 544x640 (no detections), 2.4ms\n",
      "image 167/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001961.jpg: 480x640 2 cars, 2.2ms\n",
      "image 168/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001970.jpg: 480x640 (no detections), 2.2ms\n",
      "image 169/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_001998.jpg: 448x640 (no detections), 2.1ms\n",
      "image 170/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002007.jpg: 480x640 (no detections), 2.2ms\n",
      "image 171/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002009.jpg: 480x640 (no detections), 2.1ms\n",
      "image 172/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002061.jpg: 480x640 2 persons, 2.2ms\n",
      "image 173/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002069.jpg: 480x640 1 person, 2.2ms\n",
      "image 174/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002088.jpg: 448x640 1 person, 2.1ms\n",
      "image 175/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002115.jpg: 480x640 1 person, 2.2ms\n",
      "image 176/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002132.jpg: 480x640 3 persons, 2.2ms\n",
      "image 177/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002177.jpg: 352x640 1 dog, 35.0ms\n",
      "image 178/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002200.jpg: 544x640 1 bird, 2.3ms\n",
      "image 179/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002201.jpg: 480x640 (no detections), 2.1ms\n",
      "image 180/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002210.jpg: 480x640 1 person, 2.1ms\n",
      "image 181/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002236.jpg: 480x640 (no detections), 2.0ms\n",
      "image 182/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002243.jpg: 640x480 1 person, 2.1ms\n",
      "image 183/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002270.jpg: 448x640 (no detections), 2.0ms\n",
      "image 184/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002343.jpg: 480x640 (no detections), 2.1ms\n",
      "image 185/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002344.jpg: 640x480 2 persons, 2.1ms\n",
      "image 186/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002369.jpg: 640x512 (no detections), 2.2ms\n",
      "image 187/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002399.jpg: 512x640 1 bird, 2.2ms\n",
      "image 188/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002410.jpg: 640x576 1 cat, 36.3ms\n",
      "image 189/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002424.jpg: 480x640 (no detections), 2.7ms\n",
      "image 190/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002437.jpg: 448x640 1 car, 6.9ms\n",
      "image 191/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002448.jpg: 640x544 1 person, 11.7ms\n",
      "image 192/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002465.jpg: 448x640 (no detections), 2.9ms\n",
      "image 193/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002466.jpg: 480x640 1 car, 3.0ms\n",
      "image 194/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002470.jpg: 448x640 2 persons, 3.5ms\n",
      "image 195/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002482.jpg: 480x640 1 person, 11.4ms\n",
      "image 196/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002484.jpg: 640x480 (no detections), 9.4ms\n",
      "image 197/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002509.jpg: 448x640 1 horse, 11.3ms\n",
      "image 198/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002521.jpg: 480x640 1 chair, 3.3ms\n",
      "image 199/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002526.jpg: 640x480 1 person, 3.6ms\n",
      "image 200/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002549.jpg: 512x640 (no detections), 11.3ms\n",
      "image 201/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002564.jpg: 640x480 (no detections), 6.6ms\n",
      "image 202/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002566.jpg: 480x640 3 persons, 11.5ms\n",
      "image 203/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002575.jpg: 480x640 (no detections), 11.4ms\n",
      "image 204/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002579.jpg: 480x640 1 person, 11.4ms\n",
      "image 205/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002584.jpg: 384x640 (no detections), 36.7ms\n",
      "image 206/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002589.jpg: 480x640 3 horses, 11.3ms\n",
      "image 207/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002612.jpg: 480x640 1 dog, 11.3ms\n",
      "image 208/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002625.jpg: 448x640 (no detections), 3.3ms\n",
      "image 209/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002672.jpg: 512x640 1 car, 3.5ms\n",
      "image 210/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002682.jpg: 640x480 (no detections), 5.9ms\n",
      "image 211/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002684.jpg: 640x480 (no detections), 6.6ms\n",
      "image 212/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002700.jpg: 480x640 (no detections), 11.5ms\n",
      "image 213/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002725.jpg: 448x640 3 persons, 11.4ms\n",
      "image 214/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002730.jpg: 640x512 (no detections), 11.4ms\n",
      "image 215/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002758.jpg: 480x640 (no detections), 11.7ms\n",
      "image 216/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002783.jpg: 480x640 (no detections), 7.0ms\n",
      "image 217/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002789.jpg: 448x640 (no detections), 3.0ms\n",
      "image 218/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002794.jpg: 480x640 1 person, 3.5ms\n",
      "image 219/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002817.jpg: 480x640 1 tvmonitor, 11.4ms\n",
      "image 220/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002823.jpg: 480x640 1 person, 7.1ms\n",
      "image 221/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002852.jpg: 640x480 1 person, 2.9ms\n",
      "image 222/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002869.jpg: 480x640 (no detections), 3.4ms\n",
      "image 223/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002894.jpg: 448x640 1 person, 11.5ms\n",
      "image 224/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002897.jpg: 640x480 1 person, 7.7ms\n",
      "image 225/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002906.jpg: 480x640 1 person, 3.2ms\n",
      "image 226/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002926.jpg: 480x640 (no detections), 3.4ms\n",
      "image 227/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002946.jpg: 640x480 1 person, 7.0ms\n",
      "image 228/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002971.jpg: 640x384 1 person, 35.7ms\n",
      "image 229/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002983.jpg: 448x640 1 bird, 2.1ms\n",
      "image 230/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002985.jpg: 480x640 1 person, 2.2ms\n",
      "image 231/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_002992.jpg: 640x448 (no detections), 2.0ms\n",
      "image 232/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003020.jpg: 480x640 2 persons, 2.1ms\n",
      "image 233/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003023.jpg: 448x640 2 birds, 2.0ms\n",
      "image 234/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003026.jpg: 480x640 (no detections), 2.1ms\n",
      "image 235/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003033.jpg: 192x640 (no detections), 36.8ms\n",
      "image 236/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003045.jpg: 448x640 (no detections), 3.0ms\n",
      "image 237/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003061.jpg: 480x640 1 person, 2 cars, 2.7ms\n",
      "image 238/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003101.jpg: 480x640 2 dogs, 3.0ms\n",
      "image 239/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003136.jpg: 640x512 (no detections), 3.0ms\n",
      "image 240/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003146.jpg: 480x640 1 person, 2.8ms\n",
      "image 241/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003152.jpg: 480x640 1 person, 2.7ms\n",
      "image 242/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003178.jpg: 480x640 1 chair, 2.7ms\n",
      "image 243/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003224.jpg: 480x640 1 person, 2.3ms\n",
      "image 244/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003225.jpg: 640x480 (no detections), 2.3ms\n",
      "image 245/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003239.jpg: 640x416 (no detections), 2.1ms\n",
      "image 246/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003244.jpg: 640x512 (no detections), 2.2ms\n",
      "image 247/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003263.jpg: 480x640 1 person, 2.3ms\n",
      "image 248/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003272.jpg: 320x640 1 cow, 1.9ms\n",
      "image 249/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003275.jpg: 480x640 2 boats, 2.2ms\n",
      "image 250/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003289.jpg: 448x640 1 person, 2 bottles, 2.1ms\n",
      "image 251/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003338.jpg: 480x640 1 person, 2.2ms\n",
      "image 252/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003374.jpg: 160x640 (no detections), 35.8ms\n",
      "image 253/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003453.jpg: 480x640 (no detections), 3.0ms\n",
      "image 254/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003458.jpg: 480x640 (no detections), 3.0ms\n",
      "image 255/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003519.jpg: 480x640 1 cat, 3.0ms\n",
      "image 256/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003542.jpg: 640x480 (no detections), 2.9ms\n",
      "image 257/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003562.jpg: 384x640 2 cats, 2.1ms\n",
      "image 258/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003585.jpg: 480x640 (no detections), 2.7ms\n",
      "image 259/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003589.jpg: 480x640 1 tvmonitor, 2.6ms\n",
      "image 260/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003596.jpg: 640x448 1 person, 2.2ms\n",
      "image 261/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003598.jpg: 448x640 (no detections), 2.1ms\n",
      "image 262/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003607.jpg: 480x640 (no detections), 2.2ms\n",
      "image 263/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003611.jpg: 480x640 (no detections), 2.1ms\n",
      "image 264/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003618.jpg: 480x640 (no detections), 2.2ms\n",
      "image 265/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003635.jpg: 448x640 2 persons, 2.0ms\n",
      "image 266/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003645.jpg: 608x640 (no detections), 2.6ms\n",
      "image 267/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003659.jpg: 480x640 (no detections), 2.1ms\n",
      "image 268/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003662.jpg: 640x384 1 person, 1.8ms\n",
      "image 269/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003694.jpg: 608x640 1 bird, 2.5ms\n",
      "image 270/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003703.jpg: 448x640 2 aeroplanes, 2.0ms\n",
      "image 271/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003774.jpg: 448x640 2 chairs, 1.9ms\n",
      "image 272/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003781.jpg: 640x448 1 person, 1.9ms\n",
      "image 273/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003791.jpg: 640x480 (no detections), 2.0ms\n",
      "image 274/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003805.jpg: 512x640 (no detections), 2.1ms\n",
      "image 275/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003815.jpg: 480x640 1 person, 2.1ms\n",
      "image 276/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003835.jpg: 640x480 1 car, 2.5ms\n",
      "image 277/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003847.jpg: 480x640 (no detections), 2.7ms\n",
      "image 278/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003854.jpg: 480x640 (no detections), 2.7ms\n",
      "image 279/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003885.jpg: 480x640 (no detections), 2.7ms\n",
      "image 280/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003892.jpg: 448x640 1 person, 2.2ms\n",
      "image 281/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003908.jpg: 640x480 (no detections), 2.3ms\n",
      "image 282/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003943.jpg: 448x640 1 car, 2.2ms\n",
      "image 283/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003975.jpg: 448x640 (no detections), 2.0ms\n",
      "image 284/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_003984.jpg: 480x640 (no detections), 2.2ms\n",
      "image 285/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004015.jpg: 640x640 (no detections), 2.7ms\n",
      "image 286/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004022.jpg: 448x640 (no detections), 2.1ms\n",
      "image 287/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004026.jpg: 640x448 (no detections), 4.9ms\n",
      "image 288/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004048.jpg: 480x640 1 cat, 7.2ms\n",
      "image 289/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004069.jpg: 448x640 2 cars, 2.9ms\n",
      "image 290/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004081.jpg: 480x640 (no detections), 3.4ms\n",
      "image 291/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004106.jpg: 416x640 (no detections), 5.2ms\n",
      "image 292/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004198.jpg: 480x640 (no detections), 7.3ms\n",
      "image 293/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004284.jpg: 448x640 (no detections), 7.1ms\n",
      "image 294/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004288.jpg: 480x640 (no detections), 5.1ms\n",
      "image 295/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004290.jpg: 640x480 (no detections), 7.2ms\n",
      "image 296/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004342.jpg: 640x480 (no detections), 4.8ms\n",
      "image 297/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004347.jpg: 640x480 (no detections), 3.0ms\n",
      "image 298/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004367.jpg: 448x640 (no detections), 2.9ms\n",
      "image 299/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004376.jpg: 416x640 (no detections), 2.9ms\n",
      "image 300/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004403.jpg: 480x640 (no detections), 3.1ms\n",
      "image 301/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004410.jpg: 448x640 (no detections), 7.1ms\n",
      "image 302/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004414.jpg: 480x640 3 cars, 7.2ms\n",
      "image 303/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004452.jpg: 448x640 1 bird, 3.1ms\n",
      "image 304/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004490.jpg: 640x480 (no detections), 6.9ms\n",
      "image 305/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004533.jpg: 640x608 (no detections), 36.0ms\n",
      "image 306/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004553.jpg: 640x448 (no detections), 7.0ms\n",
      "image 307/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004567.jpg: 640x480 1 person, 7.1ms\n",
      "image 308/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004568.jpg: 384x640 2 persons, 1 motorbike, 2.5ms\n",
      "image 309/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004585.jpg: 480x640 1 chair, 3.5ms\n",
      "image 310/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004647.jpg: 640x448 (no detections), 7.1ms\n",
      "image 311/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004667.jpg: 480x640 (no detections), 7.2ms\n",
      "image 312/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004689.jpg: 480x640 1 bird, 7.2ms\n",
      "image 313/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004701.jpg: 480x640 (no detections), 7.4ms\n",
      "image 314/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004722.jpg: 480x640 (no detections), 5.0ms\n",
      "image 315/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004754.jpg: 480x640 2 tvmonitors, 3.1ms\n",
      "image 316/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004805.jpg: 640x544 1 bird, 3.3ms\n",
      "image 317/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004814.jpg: 480x640 (no detections), 7.3ms\n",
      "image 318/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004822.jpg: 480x640 (no detections), 7.1ms\n",
      "image 319/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004833.jpg: 480x640 (no detections), 7.3ms\n",
      "image 320/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004838.jpg: 480x640 (no detections), 2.8ms\n",
      "image 321/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004885.jpg: 448x640 (no detections), 2.7ms\n",
      "image 322/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004887.jpg: 480x640 1 sofa, 7.1ms\n",
      "image 323/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004904.jpg: 480x640 (no detections), 2.8ms\n",
      "image 324/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004967.jpg: 480x640 (no detections), 3.0ms\n",
      "image 325/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_004979.jpg: 480x640 (no detections), 3.0ms\n",
      "image 326/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005008.jpg: 480x640 (no detections), 2.8ms\n",
      "image 327/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005010.jpg: 480x640 2 cows, 2.8ms\n",
      "image 328/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005066.jpg: 480x640 (no detections), 2.8ms\n",
      "image 329/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005080.jpg: 640x448 (no detections), 2.5ms\n",
      "image 330/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005084.jpg: 480x640 (no detections), 2.9ms\n",
      "image 331/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005137.jpg: 480x640 2 dogs, 2.7ms\n",
      "image 332/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005151.jpg: 640x448 (no detections), 2.2ms\n",
      "image 333/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005186.jpg: 480x640 1 bird, 2.5ms\n",
      "image 334/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005204.jpg: 416x640 (no detections), 2.2ms\n",
      "image 335/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005221.jpg: 640x480 (no detections), 2.1ms\n",
      "image 336/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005231.jpg: 640x480 (no detections), 2.1ms\n",
      "image 337/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005243.jpg: 448x640 (no detections), 2.1ms\n",
      "image 338/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005247.jpg: 480x640 (no detections), 4.4ms\n",
      "image 339/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005248.jpg: 480x640 1 sofa, 4.3ms\n",
      "image 340/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005257.jpg: 480x640 1 tvmonitor, 2.7ms\n",
      "image 341/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005260.jpg: 480x640 4 birds, 2.8ms\n",
      "image 342/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005294.jpg: 384x640 1 person, 4.4ms\n",
      "image 343/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005325.jpg: 480x640 (no detections), 4.8ms\n",
      "image 344/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005337.jpg: 480x640 (no detections), 7.1ms\n",
      "image 345/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005378.jpg: 448x640 1 car, 7.1ms\n",
      "image 346/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005423.jpg: 448x640 1 person, 2 motorbikes, 2.4ms\n",
      "image 347/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005436.jpg: 480x640 (no detections), 5.1ms\n",
      "image 348/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005439.jpg: 640x480 (no detections), 4.4ms\n",
      "image 349/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005490.jpg: 640x448 (no detections), 4.3ms\n",
      "image 350/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005502.jpg: 448x640 (no detections), 7.1ms\n",
      "image 351/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005504.jpg: 512x640 (no detections), 7.3ms\n",
      "image 352/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005514.jpg: 480x640 (no detections), 7.2ms\n",
      "image 353/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005561.jpg: 640x480 (no detections), 2.8ms\n",
      "image 354/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005563.jpg: 480x640 (no detections), 3.0ms\n",
      "image 355/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005570.jpg: 480x640 3 persons, 3.3ms\n",
      "image 356/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005653.jpg: 512x640 1 train, 3.1ms\n",
      "image 357/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005680.jpg: 416x640 (no detections), 4.4ms\n",
      "image 358/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005748.jpg: 640x640 (no detections), 3.5ms\n",
      "image 359/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005768.jpg: 640x448 2 cars, 2.6ms\n",
      "image 360/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005853.jpg: 480x640 1 cat, 2.6ms\n",
      "image 361/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005873.jpg: 480x640 1 aeroplane, 3.2ms\n",
      "image 362/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005875.jpg: 480x640 1 car, 2.8ms\n",
      "image 363/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_005956.jpg: 480x640 (no detections), 2.8ms\n",
      "image 364/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006007.jpg: 448x640 (no detections), 2.6ms\n",
      "image 365/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006008.jpg: 640x480 (no detections), 2.9ms\n",
      "image 366/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006017.jpg: 480x640 (no detections), 2.9ms\n",
      "image 367/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006034.jpg: 640x448 (no detections), 2.5ms\n",
      "image 368/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006037.jpg: 320x640 1 car, 2.1ms\n",
      "image 369/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006194.jpg: 544x640 (no detections), 2.9ms\n",
      "image 370/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006224.jpg: 448x640 (no detections), 2.6ms\n",
      "image 371/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006254.jpg: 640x480 (no detections), 2.6ms\n",
      "image 372/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006272.jpg: 640x512 (no detections), 2.7ms\n",
      "image 373/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006290.jpg: 448x640 1 cow, 2.6ms\n",
      "image 374/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006303.jpg: 448x640 3 chairs, 2.5ms\n",
      "image 375/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006307.jpg: 448x640 (no detections), 2.2ms\n",
      "image 376/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006364.jpg: 448x640 (no detections), 2.3ms\n",
      "image 377/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006373.jpg: 480x640 2 tvmonitors, 2.7ms\n",
      "image 378/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006376.jpg: 448x640 1 bird, 2.3ms\n",
      "image 379/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006390.jpg: 512x640 2 persons, 2.6ms\n",
      "image 380/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006407.jpg: 480x640 1 person, 1 boat, 2.6ms\n",
      "image 381/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006461.jpg: 480x640 (no detections), 2.3ms\n",
      "image 382/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006490.jpg: 640x480 (no detections), 2.2ms\n",
      "image 383/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006491.jpg: 480x640 1 person, 6.9ms\n",
      "image 384/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006526.jpg: 448x640 1 person, 2.7ms\n",
      "image 385/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006561.jpg: 448x640 (no detections), 2.6ms\n",
      "image 386/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006606.jpg: 448x640 3 tvmonitors, 2.6ms\n",
      "image 387/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006623.jpg: 448x640 2 aeroplanes, 2.7ms\n",
      "image 388/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006631.jpg: 448x640 (no detections), 2.3ms\n",
      "image 389/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006646.jpg: 640x640 1 person, 3.0ms\n",
      "image 390/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006691.jpg: 640x480 1 car, 2.6ms\n",
      "image 391/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006715.jpg: 512x640 1 bird, 2.3ms\n",
      "image 392/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006724.jpg: 480x640 (no detections), 2.2ms\n",
      "image 393/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006732.jpg: 640x576 (no detections), 2.7ms\n",
      "image 394/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006737.jpg: 480x640 (no detections), 2.2ms\n",
      "image 395/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006767.jpg: 512x640 1 boat, 2.2ms\n",
      "image 396/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006774.jpg: 448x640 2 cars, 2.0ms\n",
      "image 397/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006792.jpg: 640x480 (no detections), 2.0ms\n",
      "image 398/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006817.jpg: 448x640 1 dog, 2.0ms\n",
      "image 399/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006824.jpg: 448x640 (no detections), 2.0ms\n",
      "image 400/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006855.jpg: 640x480 (no detections), 2.1ms\n",
      "image 401/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006874.jpg: 640x512 3 persons, 2.1ms\n",
      "image 402/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006880.jpg: 480x640 (no detections), 2.1ms\n",
      "image 403/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006898.jpg: 480x640 (no detections), 2.0ms\n",
      "image 404/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006968.jpg: 448x640 2 dogs, 2.0ms\n",
      "image 405/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_006987.jpg: 448x640 1 person, 1 motorbike, 2.2ms\n",
      "image 406/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007054.jpg: 640x448 (no detections), 2.3ms\n",
      "image 407/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007056.jpg: 480x640 (no detections), 2.7ms\n",
      "image 408/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007067.jpg: 480x640 1 person, 2.8ms\n",
      "image 409/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007075.jpg: 480x640 1 motorbike, 2.3ms\n",
      "image 410/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007086.jpg: 384x640 (no detections), 2.0ms\n",
      "image 411/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007096.jpg: 416x640 (no detections), 2.2ms\n",
      "image 412/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007103.jpg: 512x640 1 person, 2.6ms\n",
      "image 413/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007115.jpg: 448x640 (no detections), 2.5ms\n",
      "image 414/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007143.jpg: 480x640 2 boats, 2.8ms\n",
      "image 415/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007145.jpg: 480x640 (no detections), 2.6ms\n",
      "image 416/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007163.jpg: 640x480 (no detections), 2.7ms\n",
      "image 417/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007168.jpg: 480x640 1 person, 2.8ms\n",
      "image 418/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007181.jpg: 480x640 1 person, 2.6ms\n",
      "image 419/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007211.jpg: 480x640 (no detections), 2.7ms\n",
      "image 420/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007246.jpg: 448x640 1 chair, 2 tvmonitors, 2.6ms\n",
      "image 421/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007285.jpg: 448x640 (no detections), 2.5ms\n",
      "image 422/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007305.jpg: 480x640 1 boat, 2.7ms\n",
      "image 423/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007332.jpg: 480x640 (no detections), 2.7ms\n",
      "image 424/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007353.jpg: 480x640 (no detections), 2.7ms\n",
      "image 425/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007364.jpg: 480x640 (no detections), 2.6ms\n",
      "image 426/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007388.jpg: 480x640 (no detections), 7.1ms\n",
      "image 427/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007398.jpg: 480x640 1 cow, 7.1ms\n",
      "image 428/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007433.jpg: 640x480 (no detections), 2.8ms\n",
      "image 429/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007446.jpg: 480x640 (no detections), 2.9ms\n",
      "image 430/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007448.jpg: 448x640 1 car, 2.8ms\n",
      "image 431/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007458.jpg: 448x640 1 aeroplane, 2.5ms\n",
      "image 432/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007465.jpg: 480x640 1 bird, 2.7ms\n",
      "image 433/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007478.jpg: 448x640 (no detections), 2.6ms\n",
      "image 434/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007480.jpg: 448x640 1 aeroplane, 2.6ms\n",
      "image 435/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007497.jpg: 480x640 (no detections), 2.8ms\n",
      "image 436/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007498.jpg: 480x640 (no detections), 2.7ms\n",
      "image 437/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007533.jpg: 480x640 (no detections), 7.1ms\n",
      "image 438/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007573.jpg: 480x640 (no detections), 7.2ms\n",
      "image 439/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007583.jpg: 416x640 2 dogs, 2.8ms\n",
      "image 440/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007584.jpg: 480x640 1 person, 3.4ms\n",
      "image 441/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007586.jpg: 480x640 1 person, 7.3ms\n",
      "image 442/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007595.jpg: 640x480 (no detections), 7.3ms\n",
      "image 443/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007599.jpg: 480x640 1 boat, 7.3ms\n",
      "image 444/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007613.jpg: 480x640 (no detections), 2.9ms\n",
      "image 445/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007623.jpg: 480x640 (no detections), 3.0ms\n",
      "image 446/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007656.jpg: 480x640 (no detections), 3.1ms\n",
      "image 447/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007682.jpg: 480x640 (no detections), 7.3ms\n",
      "image 448/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007683.jpg: 640x640 (no detections), 7.5ms\n",
      "image 449/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007690.jpg: 640x448 2 aeroplanes, 7.0ms\n",
      "image 450/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007719.jpg: 448x640 (no detections), 7.2ms\n",
      "image 451/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007741.jpg: 480x640 (no detections), 7.4ms\n",
      "image 452/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007757.jpg: 448x640 (no detections), 3.0ms\n",
      "image 453/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007758.jpg: 480x640 1 person, 3.1ms\n",
      "image 454/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007760.jpg: 480x640 (no detections), 3.4ms\n",
      "image 455/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007789.jpg: 640x480 (no detections), 5.1ms\n",
      "image 456/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007825.jpg: 544x640 1 car, 7.2ms\n",
      "image 457/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007836.jpg: 480x640 1 aeroplane, 7.2ms\n",
      "image 458/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007882.jpg: 640x480 2 persons, 3 pottedplants, 3.2ms\n",
      "image 459/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007893.jpg: 640x480 (no detections), 2.7ms\n",
      "image 460/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007897.jpg: 576x640 (no detections), 37.2ms\n",
      "image 461/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007904.jpg: 640x288 (no detections), 34.9ms\n",
      "image 462/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007922.jpg: 480x640 3 chairs, 2.9ms\n",
      "image 463/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007935.jpg: 448x640 1 person, 1 bicycle, 4.4ms\n",
      "image 464/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007941.jpg: 480x640 (no detections), 2.6ms\n",
      "image 465/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007948.jpg: 640x512 1 bird, 2.5ms\n",
      "image 466/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007977.jpg: 448x640 (no detections), 4.4ms\n",
      "image 467/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007990.jpg: 480x640 1 person, 4.5ms\n",
      "image 468/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_007994.jpg: 448x640 (no detections), 2.3ms\n",
      "image 469/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008120.jpg: 480x640 2 buss, 2.5ms\n",
      "image 470/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008170.jpg: 480x640 (no detections), 2.4ms\n",
      "image 471/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008210.jpg: 480x640 1 person, 4.5ms\n",
      "image 472/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008231.jpg: 480x640 1 person, 1 aeroplane, 2.4ms\n",
      "image 473/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008266.jpg: 480x640 (no detections), 4.5ms\n",
      "image 474/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008274.jpg: 480x640 (no detections), 4.5ms\n",
      "image 475/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008278.jpg: 448x640 1 aeroplane, 7.0ms\n",
      "image 476/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008322.jpg: 448x640 1 sheep, 2.4ms\n",
      "image 477/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008343.jpg: 480x640 2 persons, 1 car, 1 bus, 2.8ms\n",
      "image 478/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008359.jpg: 480x640 2 aeroplanes, 4.4ms\n",
      "image 479/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008364.jpg: 416x640 2 persons, 4.5ms\n",
      "image 480/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008391.jpg: 448x640 1 person, 2.5ms\n",
      "image 481/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008404.jpg: 640x448 (no detections), 2.2ms\n",
      "image 482/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008411.jpg: 480x640 (no detections), 4.5ms\n",
      "image 483/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008431.jpg: 640x480 (no detections), 4.5ms\n",
      "image 484/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008461.jpg: 640x640 (no detections), 7.6ms\n",
      "image 485/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008470.jpg: 480x640 (no detections), 3.0ms\n",
      "image 486/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008471.jpg: 480x640 (no detections), 2.8ms\n",
      "image 487/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008479.jpg: 480x640 1 person, 2.8ms\n",
      "image 488/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008501.jpg: 320x640 2 aeroplanes, 2.2ms\n",
      "image 489/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008512.jpg: 448x640 1 bird, 2.6ms\n",
      "image 490/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008536.jpg: 480x640 2 chairs, 2.9ms\n",
      "image 491/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008583.jpg: 480x640 (no detections), 2.7ms\n",
      "image 492/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008619.jpg: 448x640 1 person, 2.6ms\n",
      "image 493/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008622.jpg: 480x640 (no detections), 2.7ms\n",
      "image 494/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008659.jpg: 480x640 1 person, 2.7ms\n",
      "image 495/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008674.jpg: 448x640 1 car, 2.6ms\n",
      "image 496/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008724.jpg: 480x640 (no detections), 2.6ms\n",
      "image 497/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2008_008746.jpg: 640x480 (no detections), 2.5ms\n",
      "image 498/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000017.jpg: 448x640 1 person, 2.6ms\n",
      "image 499/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000032.jpg: 448x640 (no detections), 2.2ms\n",
      "image 500/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000042.jpg: 480x640 1 car, 2.6ms\n",
      "image 501/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000085.jpg: 480x640 1 person, 2.5ms\n",
      "image 502/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000103.jpg: 640x512 (no detections), 2.8ms\n",
      "image 503/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000142.jpg: 480x640 (no detections), 2.9ms\n",
      "image 504/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000151.jpg: 480x640 (no detections), 2.8ms\n",
      "image 505/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000260.jpg: 416x640 (no detections), 2.8ms\n",
      "image 506/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000277.jpg: 640x480 (no detections), 2.7ms\n",
      "image 507/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000282.jpg: 640x640 (no detections), 3.1ms\n",
      "image 508/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000284.jpg: 640x448 (no detections), 2.6ms\n",
      "image 509/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000303.jpg: 512x640 (no detections), 2.9ms\n",
      "image 510/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000304.jpg: 480x640 (no detections), 2.7ms\n",
      "image 511/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000327.jpg: 448x640 (no detections), 2.7ms\n",
      "image 512/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000336.jpg: 448x640 (no detections), 2.5ms\n",
      "image 513/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000354.jpg: 480x640 (no detections), 2.9ms\n",
      "image 514/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000409.jpg: 480x640 2 cows, 2.8ms\n",
      "image 515/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000440.jpg: 480x640 1 aeroplane, 2.7ms\n",
      "image 516/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000444.jpg: 512x640 (no detections), 2.8ms\n",
      "image 517/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000461.jpg: 640x608 1 person, 3.1ms\n",
      "image 518/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000469.jpg: 448x640 (no detections), 7.0ms\n",
      "image 519/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000474.jpg: 448x640 1 person, 2.9ms\n",
      "image 520/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000491.jpg: 480x640 1 boat, 3.1ms\n",
      "image 521/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000493.jpg: 512x640 (no detections), 7.2ms\n",
      "image 522/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000504.jpg: 480x640 (no detections), 7.2ms\n",
      "image 523/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000512.jpg: 448x640 1 dog, 7.1ms\n",
      "image 524/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000536.jpg: 544x640 2 birds, 7.5ms\n",
      "image 525/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000566.jpg: 640x640 (no detections), 3.4ms\n",
      "image 526/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000593.jpg: 640x448 2 dogs, 2.8ms\n",
      "image 527/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000602.jpg: 416x640 1 motorbike, 5.6ms\n",
      "image 528/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000730.jpg: 448x640 1 person, 5.7ms\n",
      "image 529/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000745.jpg: 384x640 (no detections), 4.6ms\n",
      "image 530/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000790.jpg: 480x640 (no detections), 4.9ms\n",
      "image 531/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000796.jpg: 448x640 (no detections), 2.9ms\n",
      "image 532/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000811.jpg: 480x640 2 chairs, 3.5ms\n",
      "image 533/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000823.jpg: 448x640 (no detections), 2.9ms\n",
      "image 534/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000834.jpg: 448x640 2 persons, 4.4ms\n",
      "image 535/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000915.jpg: 480x640 (no detections), 7.3ms\n",
      "image 536/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000928.jpg: 640x480 (no detections), 7.2ms\n",
      "image 537/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000945.jpg: 480x640 1 bus, 3.1ms\n",
      "image 538/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_000998.jpg: 448x640 1 cat, 3.2ms\n",
      "image 539/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001007.jpg: 512x640 1 train, 5.2ms\n",
      "image 540/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001008.jpg: 544x640 1 cat, 6.5ms\n",
      "image 541/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001019.jpg: 480x640 2 boats, 7.3ms\n",
      "image 542/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001052.jpg: 480x640 2 horses, 3.0ms\n",
      "image 543/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001057.jpg: 448x640 (no detections), 7.2ms\n",
      "image 544/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001061.jpg: 480x640 (no detections), 7.2ms\n",
      "image 545/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001091.jpg: 480x640 3 persons, 7.3ms\n",
      "image 546/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001148.jpg: 512x640 2 buss, 7.4ms\n",
      "image 547/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001181.jpg: 448x640 4 persons, 3.0ms\n",
      "image 548/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001203.jpg: 448x640 1 sheep, 2.5ms\n",
      "image 549/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001212.jpg: 480x640 (no detections), 7.3ms\n",
      "image 550/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001216.jpg: 640x448 (no detections), 4.3ms\n",
      "image 551/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001217.jpg: 448x640 (no detections), 7.3ms\n",
      "image 552/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001221.jpg: 480x640 (no detections), 4.4ms\n",
      "image 553/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001238.jpg: 448x640 1 person, 7.1ms\n",
      "image 554/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001240.jpg: 640x480 (no detections), 3.2ms\n",
      "image 555/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001245.jpg: 480x640 (no detections), 3.0ms\n",
      "image 556/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001249.jpg: 448x640 3 chairs, 4.9ms\n",
      "image 557/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001252.jpg: 512x640 (no detections), 5.1ms\n",
      "image 558/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001264.jpg: 640x448 1 bird, 7.1ms\n",
      "image 559/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001270.jpg: 640x576 (no detections), 3.2ms\n",
      "image 560/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001283.jpg: 448x640 1 bird, 2.4ms\n",
      "image 561/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001320.jpg: 480x640 (no detections), 7.0ms\n",
      "image 562/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001371.jpg: 512x640 1 chair, 4.5ms\n",
      "image 563/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001388.jpg: 480x640 (no detections), 2.6ms\n",
      "image 564/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001406.jpg: 480x640 (no detections), 2.5ms\n",
      "image 565/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001422.jpg: 640x544 (no detections), 2.8ms\n",
      "image 566/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001444.jpg: 512x640 (no detections), 2.6ms\n",
      "image 567/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001446.jpg: 448x640 (no detections), 2.2ms\n",
      "image 568/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001505.jpg: 480x640 1 sheep, 2.2ms\n",
      "image 569/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001518.jpg: 448x640 1 cow, 2.1ms\n",
      "image 570/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001522.jpg: 448x640 (no detections), 2.1ms\n",
      "image 571/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001565.jpg: 448x640 2 birds, 2.0ms\n",
      "image 572/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001566.jpg: 480x640 1 person, 2.1ms\n",
      "image 573/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001575.jpg: 640x480 (no detections), 2.1ms\n",
      "image 574/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001589.jpg: 448x640 1 dog, 2.0ms\n",
      "image 575/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001598.jpg: 640x448 1 chair, 1.9ms\n",
      "image 576/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001627.jpg: 640x480 (no detections), 2.7ms\n",
      "image 577/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001683.jpg: 640x512 (no detections), 2.7ms\n",
      "image 578/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001743.jpg: 480x640 (no detections), 5.1ms\n",
      "image 579/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001768.jpg: 544x640 1 sheep, 7.5ms\n",
      "image 580/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001770.jpg: 480x640 1 boat, 2.9ms\n",
      "image 581/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001801.jpg: 480x640 1 person, 2.4ms\n",
      "image 582/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001809.jpg: 480x640 (no detections), 2.5ms\n",
      "image 583/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001811.jpg: 480x640 2 cars, 2 buss, 4.3ms\n",
      "image 584/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001820.jpg: 352x640 1 car, 4.3ms\n",
      "image 585/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001826.jpg: 448x640 (no detections), 2.3ms\n",
      "image 586/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001828.jpg: 640x448 (no detections), 2.2ms\n",
      "image 587/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001831.jpg: 448x640 1 train, 2.6ms\n",
      "image 588/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001839.jpg: 448x640 1 tvmonitor, 4.3ms\n",
      "image 589/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001848.jpg: 640x480 1 bottle, 2.2ms\n",
      "image 590/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001851.jpg: 480x640 1 aeroplane, 6.9ms\n",
      "image 591/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001869.jpg: 640x512 (no detections), 2.4ms\n",
      "image 592/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001871.jpg: 480x640 2 chairs, 2.9ms\n",
      "image 593/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001881.jpg: 640x480 (no detections), 4.4ms\n",
      "image 594/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001902.jpg: 640x640 (no detections), 7.2ms\n",
      "image 595/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001904.jpg: 640x480 1 train, 2.3ms\n",
      "image 596/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001929.jpg: 480x640 (no detections), 7.0ms\n",
      "image 597/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001960.jpg: 480x640 (no detections), 2.4ms\n",
      "image 598/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001965.jpg: 448x640 (no detections), 2.3ms\n",
      "image 599/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001971.jpg: 448x640 1 person, 2.3ms\n",
      "image 600/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001980.jpg: 448x640 (no detections), 4.4ms\n",
      "image 601/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_001997.jpg: 480x640 (no detections), 4.5ms\n",
      "image 602/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002040.jpg: 448x640 (no detections), 4.3ms\n",
      "image 603/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002047.jpg: 448x640 (no detections), 2.2ms\n",
      "image 604/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002064.jpg: 480x640 1 chair, 7.0ms\n",
      "image 605/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002086.jpg: 480x640 (no detections), 2.5ms\n",
      "image 606/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002088.jpg: 480x640 2 persons, 2.4ms\n",
      "image 607/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002111.jpg: 640x480 (no detections), 2.4ms\n",
      "image 608/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002149.jpg: 448x640 1 car, 4.3ms\n",
      "image 609/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002153.jpg: 480x640 1 bird, 7.0ms\n",
      "image 610/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002214.jpg: 480x640 (no detections), 2.5ms\n",
      "image 611/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002258.jpg: 448x640 1 aeroplane, 2.4ms\n",
      "image 612/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002265.jpg: 448x640 1 train, 2.4ms\n",
      "image 613/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002273.jpg: 480x640 1 dog, 4.4ms\n",
      "image 614/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002274.jpg: 480x640 (no detections), 4.4ms\n",
      "image 615/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002291.jpg: 448x640 1 train, 4.4ms\n",
      "image 616/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002306.jpg: 448x640 (no detections), 2.2ms\n",
      "image 617/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002308.jpg: 640x480 (no detections), 2.3ms\n",
      "image 618/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002335.jpg: 640x448 (no detections), 2.3ms\n",
      "image 619/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002343.jpg: 480x640 2 cars, 5.2ms\n",
      "image 620/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002399.jpg: 480x640 (no detections), 4.8ms\n",
      "image 621/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002416.jpg: 480x640 2 horses, 7.1ms\n",
      "image 622/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002444.jpg: 640x480 (no detections), 2.8ms\n",
      "image 623/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002499.jpg: 448x640 (no detections), 2.4ms\n",
      "image 624/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002504.jpg: 480x640 (no detections), 2.8ms\n",
      "image 625/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002517.jpg: 448x640 1 bus, 2.3ms\n",
      "image 626/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002521.jpg: 640x384 2 bottles, 3.1ms\n",
      "image 627/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002532.jpg: 480x640 2 buss, 2.7ms\n",
      "image 628/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002535.jpg: 448x640 2 buss, 2.3ms\n",
      "image 629/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002553.jpg: 640x576 (no detections), 2.9ms\n",
      "image 630/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002584.jpg: 640x480 (no detections), 2.4ms\n",
      "image 631/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002618.jpg: 448x640 1 car, 4.3ms\n",
      "image 632/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002645.jpg: 640x512 1 horse, 14.6ms\n",
      "image 633/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002684.jpg: 640x448 (no detections), 6.0ms\n",
      "image 634/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002688.jpg: 512x640 1 chair, 1 pottedplant, 6.0ms\n",
      "image 635/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002705.jpg: 480x640 (no detections), 4.0ms\n",
      "image 636/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002725.jpg: 448x640 (no detections), 4.0ms\n",
      "image 637/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002728.jpg: 640x480 1 dog, 3.5ms\n",
      "image 638/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002749.jpg: 640x288 1 bottle, 2.6ms\n",
      "image 639/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002755.jpg: 480x640 (no detections), 3.2ms\n",
      "image 640/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002784.jpg: 448x640 1 person, 2.9ms\n",
      "image 641/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002790.jpg: 448x640 1 person, 1 bottle, 2.8ms\n",
      "image 642/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002850.jpg: 448x640 1 person, 2.8ms\n",
      "image 643/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002855.jpg: 448x640 (no detections), 2.7ms\n",
      "image 644/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002856.jpg: 640x448 (no detections), 2.6ms\n",
      "image 645/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002887.jpg: 320x640 (no detections), 2.2ms\n",
      "image 646/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002888.jpg: 448x640 2 aeroplanes, 2.9ms\n",
      "image 647/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002954.jpg: 480x640 3 persons, 8.1ms\n",
      "image 648/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002970.jpg: 448x640 (no detections), 5.1ms\n",
      "image 649/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_002986.jpg: 480x640 4 sheeps, 5.7ms\n",
      "image 650/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003031.jpg: 480x640 1 car, 8.0ms\n",
      "image 651/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003039.jpg: 448x640 (no detections), 12.5ms\n",
      "image 652/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003043.jpg: 480x640 1 boat, 13.0ms\n",
      "image 653/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003056.jpg: 480x640 (no detections), 9.0ms\n",
      "image 654/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003075.jpg: 448x640 2 bicycles, 6.2ms\n",
      "image 655/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003107.jpg: 448x640 (no detections), 4.6ms\n",
      "image 656/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003114.jpg: 640x480 (no detections), 3.9ms\n",
      "image 657/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003144.jpg: 480x640 (no detections), 5.7ms\n",
      "image 658/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003147.jpg: 448x640 2 aeroplanes, 7.4ms\n",
      "image 659/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003164.jpg: 480x640 2 bicycles, 8.0ms\n",
      "image 660/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003166.jpg: 640x480 (no detections), 8.5ms\n",
      "image 661/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003185.jpg: 448x640 1 train, 4.8ms\n",
      "image 662/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003200.jpg: 448x640 2 buss, 4.3ms\n",
      "image 663/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003201.jpg: 640x448 (no detections), 6.1ms\n",
      "image 664/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003204.jpg: 480x640 (no detections), 7.6ms\n",
      "image 665/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003232.jpg: 640x448 (no detections), 8.5ms\n",
      "image 666/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003233.jpg: 448x640 2 trains, 8.9ms\n",
      "image 667/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003251.jpg: 480x640 1 person, 8.7ms\n",
      "image 668/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003259.jpg: 512x640 1 bird, 4.3ms\n",
      "image 669/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003304.jpg: 448x640 1 bus, 3.6ms\n",
      "image 670/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003309.jpg: 480x640 (no detections), 7.8ms\n",
      "image 671/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003333.jpg: 448x640 1 train, 7.2ms\n",
      "image 672/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003351.jpg: 480x640 1 person, 8.7ms\n",
      "image 673/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003380.jpg: 576x640 (no detections), 4.7ms\n",
      "image 674/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003384.jpg: 448x640 (no detections), 4.1ms\n",
      "image 675/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003409.jpg: 448x640 (no detections), 4.0ms\n",
      "image 676/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003419.jpg: 448x640 (no detections), 5.6ms\n",
      "image 677/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003422.jpg: 480x640 2 persons, 2 buss, 7.6ms\n",
      "image 678/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003431.jpg: 480x640 1 person, 7.9ms\n",
      "image 679/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003443.jpg: 480x640 (no detections), 4.0ms\n",
      "image 680/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003476.jpg: 480x640 2 pottedplants, 3.7ms\n",
      "image 681/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003490.jpg: 480x640 (no detections), 9.9ms\n",
      "image 682/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003521.jpg: 448x640 1 cow, 12.5ms\n",
      "image 683/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003583.jpg: 480x640 1 train, 6.3ms\n",
      "image 684/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003613.jpg: 480x640 (no detections), 7.7ms\n",
      "image 685/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003635.jpg: 448x640 (no detections), 3.5ms\n",
      "image 686/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003636.jpg: 480x640 (no detections), 3.7ms\n",
      "image 687/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003642.jpg: 640x480 (no detections), 3.4ms\n",
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      "image 689/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003664.jpg: 480x640 (no detections), 3.3ms\n",
      "image 690/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003679.jpg: 640x480 (no detections), 7.4ms\n",
      "image 691/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003698.jpg: 480x640 (no detections), 7.3ms\n",
      "image 692/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003753.jpg: 480x640 (no detections), 7.4ms\n",
      "image 693/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003773.jpg: 448x640 (no detections), 7.8ms\n",
      "image 694/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003775.jpg: 608x640 (no detections), 8.2ms\n",
      "image 695/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003785.jpg: 480x640 1 person, 4.2ms\n",
      "image 696/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003805.jpg: 480x640 (no detections), 3.4ms\n",
      "image 697/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003808.jpg: 480x640 (no detections), 3.5ms\n",
      "image 698/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003865.jpg: 480x640 (no detections), 3.3ms\n",
      "image 699/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003870.jpg: 640x576 1 bird, 5.4ms\n",
      "image 700/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003874.jpg: 640x512 (no detections), 6.0ms\n",
      "image 701/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003900.jpg: 640x480 1 person, 7.7ms\n",
      "image 702/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003904.jpg: 640x448 (no detections), 3.3ms\n",
      "image 703/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_003908.jpg: 480x640 (no detections), 3.5ms\n",
      "image 704/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004021.jpg: 480x640 (no detections), 3.5ms\n",
      "image 705/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004037.jpg: 512x640 1 bus, 3.9ms\n",
      "image 706/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004073.jpg: 640x480 (no detections), 7.3ms\n",
      "image 707/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004093.jpg: 480x640 (no detections), 7.3ms\n",
      "image 708/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004117.jpg: 448x640 (no detections), 7.7ms\n",
      "image 709/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004118.jpg: 448x640 2 persons, 1 horse, 7.6ms\n",
      "image 710/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004133.jpg: 448x640 1 person, 3.4ms\n",
      "image 711/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004164.jpg: 480x640 4 sheeps, 3.5ms\n",
      "image 712/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004169.jpg: 544x640 (no detections), 7.6ms\n",
      "image 713/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004186.jpg: 480x640 (no detections), 7.3ms\n",
      "image 714/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004202.jpg: 448x640 1 person, 7.1ms\n",
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      "image 716/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004247.jpg: 640x512 (no detections), 3.2ms\n",
      "image 717/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004262.jpg: 448x640 (no detections), 3.2ms\n",
      "image 718/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004264.jpg: 448x640 1 dog, 3.1ms\n",
      "image 719/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004277.jpg: 640x480 (no detections), 7.2ms\n",
      "image 720/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004290.jpg: 448x640 2 buss, 7.2ms\n",
      "image 721/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004366.jpg: 480x640 1 horse, 7.5ms\n",
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      "image 723/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004403.jpg: 448x640 1 cow, 3.0ms\n",
      "image 724/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004411.jpg: 480x640 (no detections), 7.3ms\n",
      "image 725/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004444.jpg: 608x640 (no detections), 7.7ms\n",
      "image 726/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004451.jpg: 480x640 1 sheep, 2 cows, 7.4ms\n",
      "image 727/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004464.jpg: 480x640 (no detections), 7.4ms\n",
      "image 728/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004486.jpg: 448x640 (no detections), 3.7ms\n",
      "image 729/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004503.jpg: 448x640 1 person, 1 tvmonitor, 3.0ms\n",
      "image 730/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004518.jpg: 640x480 2 persons, 3.2ms\n",
      "image 731/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004525.jpg: 640x480 (no detections), 7.1ms\n",
      "image 732/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004552.jpg: 544x640 1 bird, 7.5ms\n",
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      "image 734/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004579.jpg: 640x448 (no detections), 2.9ms\n",
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      "image 740/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004730.jpg: 512x640 1 train, 5.1ms\n",
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      "image 742/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004748.jpg: 448x640 2 cars, 2.9ms\n",
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      "image 750/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_004946.jpg: 640x448 1 bird, 2.9ms\n",
      "image 751/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_005019.jpg: 288x640 (no detections), 34.1ms\n",
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      "image 763/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_005286.jpg: 384x640 1 person, 4 pottedplants, 11.4ms\n",
      "image 764/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2009_005307.jpg: 448x640 1 cow, 7.2ms\n",
      "image 765/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000003.jpg: 480x640 1 dog, 3.4ms\n",
      "image 766/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000033.jpg: 448x640 (no detections), 2.9ms\n",
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      "image 768/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000071.jpg: 640x448 1 horse, 7.1ms\n",
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      "image 777/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000266.jpg: 480x640 (no detections), 7.3ms\n",
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      "image 782/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000321.jpg: 448x640 1 train, 2.9ms\n",
      "image 783/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000329.jpg: 480x640 (no detections), 7.1ms\n",
      "image 784/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000337.jpg: 480x640 2 chairs, 7.1ms\n",
      "image 785/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000344.jpg: 448x640 1 person, 7.3ms\n",
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      "image 787/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000362.jpg: 480x640 (no detections), 3.4ms\n",
      "image 788/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000372.jpg: 480x640 (no detections), 5.3ms\n",
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      "image 790/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000413.jpg: 384x640 3 horses, 7.0ms\n",
      "image 791/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000435.jpg: 480x640 1 tvmonitor, 3.1ms\n",
      "image 792/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000474.jpg: 448x640 1 person, 7.2ms\n",
      "image 793/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000484.jpg: 640x448 1 dog, 2.9ms\n",
      "image 794/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000488.jpg: 480x640 (no detections), 3.0ms\n",
      "image 795/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000503.jpg: 480x640 1 person, 2 cars, 5.1ms\n",
      "image 796/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000510.jpg: 640x480 (no detections), 7.2ms\n",
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      "image 798/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000574.jpg: 448x640 (no detections), 3.0ms\n",
      "image 799/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000576.jpg: 576x640 (no detections), 3.4ms\n",
      "image 800/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000644.jpg: 480x640 2 dogs, 3.1ms\n",
      "image 801/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000675.jpg: 640x448 (no detections), 5.2ms\n",
      "image 802/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000702.jpg: 480x640 (no detections), 7.1ms\n",
      "image 803/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000722.jpg: 512x640 1 person, 7.3ms\n",
      "image 804/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000724.jpg: 640x448 (no detections), 7.1ms\n",
      "image 805/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000746.jpg: 640x480 (no detections), 7.2ms\n",
      "image 806/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000748.jpg: 448x640 2 boats, 3.0ms\n",
      "image 807/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000782.jpg: 480x640 1 chair, 3.0ms\n",
      "image 808/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000814.jpg: 640x480 (no detections), 5.0ms\n",
      "image 809/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000830.jpg: 480x640 (no detections), 7.1ms\n",
      "image 810/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000889.jpg: 640x480 (no detections), 7.0ms\n",
      "image 811/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000926.jpg: 448x640 (no detections), 5.2ms\n",
      "image 812/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_000928.jpg: 480x640 2 cars, 7.3ms\n",
      "image 813/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001009.jpg: 480x640 (no detections), 3.1ms\n",
      "image 814/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001049.jpg: 480x640 1 bicycle, 3.0ms\n",
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      "image 817/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001070.jpg: 640x480 1 cat, 4.5ms\n",
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      "image 820/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001121.jpg: 480x640 3 cars, 3.1ms\n",
      "image 821/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001204.jpg: 640x448 1 person, 2.9ms\n",
      "image 822/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001218.jpg: 480x640 1 dog, 7.3ms\n",
      "image 823/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001224.jpg: 480x640 (no detections), 7.2ms\n",
      "image 824/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001229.jpg: 480x640 1 dog, 7.2ms\n",
      "image 825/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001237.jpg: 448x640 (no detections), 3.0ms\n",
      "image 826/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001251.jpg: 480x640 (no detections), 3.1ms\n",
      "image 827/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001274.jpg: 416x640 (no detections), 5.2ms\n",
      "image 828/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001275.jpg: 352x640 2 cars, 4.5ms\n",
      "image 829/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001279.jpg: 480x640 (no detections), 7.3ms\n",
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      "image 831/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001294.jpg: 448x640 1 aeroplane, 2.9ms\n",
      "image 832/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001305.jpg: 480x640 (no detections), 5.2ms\n",
      "image 833/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001326.jpg: 480x640 (no detections), 7.3ms\n",
      "image 834/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001355.jpg: 640x448 (no detections), 7.1ms\n",
      "image 835/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001385.jpg: 480x640 (no detections), 3.9ms\n",
      "image 836/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001386.jpg: 480x640 (no detections), 7.4ms\n",
      "image 837/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001405.jpg: 480x640 (no detections), 7.3ms\n",
      "image 838/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001418.jpg: 480x640 (no detections), 3.1ms\n",
      "image 839/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001426.jpg: 352x640 1 aeroplane, 2.4ms\n",
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      "image 841/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001455.jpg: 640x480 1 car, 3.0ms\n",
      "image 842/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001463.jpg: 640x480 (no detections), 7.2ms\n",
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      "image 848/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001709.jpg: 512x640 (no detections), 3.4ms\n",
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      "image 853/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001795.jpg: 640x480 1 dog, 7.2ms\n",
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      "image 856/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001837.jpg: 640x448 (no detections), 3.9ms\n",
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      "image 859/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001851.jpg: 480x640 1 chair, 2 pottedplants, 7.4ms\n",
      "image 860/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001853.jpg: 480x640 2 chairs, 3.0ms\n",
      "image 861/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001862.jpg: 480x640 (no detections), 3.4ms\n",
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      "image 864/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_001908.jpg: 480x640 2 dogs, 7.3ms\n",
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      "image 904/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_002668.jpg: 448x640 (no detections), 4.5ms\n",
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      "image 909/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_002780.jpg: 480x640 1 boat, 2.9ms\n",
      "image 910/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_002813.jpg: 480x640 (no detections), 4.9ms\n",
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      "image 913/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_002921.jpg: 480x640 1 tvmonitor, 6.0ms\n",
      "image 914/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_002946.jpg: 448x640 (no detections), 4.6ms\n",
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      "image 916/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_002960.jpg: 640x384 (no detections), 2.4ms\n",
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      "image 921/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003043.jpg: 448x640 1 dog, 4.9ms\n",
      "image 922/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003077.jpg: 448x640 (no detections), 11.3ms\n",
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      "image 924/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003084.jpg: 480x640 3 persons, 3.1ms\n",
      "image 925/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003086.jpg: 480x640 (no detections), 3.4ms\n",
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      "image 927/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003159.jpg: 480x640 (no detections), 7.1ms\n",
      "image 928/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003168.jpg: 448x640 2 birds, 4.6ms\n",
      "image 929/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003176.jpg: 448x640 (no detections), 7.1ms\n",
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      "image 934/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003241.jpg: 480x640 (no detections), 3.1ms\n",
      "image 935/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003297.jpg: 448x640 1 person, 1 horse, 7.3ms\n",
      "image 936/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003321.jpg: 480x640 1 dog, 7.2ms\n",
      "image 937/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003331.jpg: 480x640 (no detections), 3.1ms\n",
      "image 938/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003361.jpg: 448x640 1 person, 3.3ms\n",
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      "image 940/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003380.jpg: 640x480 (no detections), 7.2ms\n",
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      "image 944/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003470.jpg: 480x640 (no detections), 3.1ms\n",
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      "image 946/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003477.jpg: 640x480 2 dogs, 2.9ms\n",
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      "image 950/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003513.jpg: 640x512 (no detections), 7.2ms\n",
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      "image 954/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003579.jpg: 640x480 (no detections), 5.2ms\n",
      "image 955/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003625.jpg: 640x448 (no detections), 7.0ms\n",
      "image 956/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003628.jpg: 448x640 3 persons, 7.2ms\n",
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      "image 960/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003754.jpg: 480x640 3 sheeps, 3.1ms\n",
      "image 961/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003906.jpg: 448x640 1 person, 1 bicycle, 7.0ms\n",
      "image 962/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003945.jpg: 448x640 (no detections), 7.2ms\n",
      "image 963/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_003947.jpg: 416x640 (no detections), 7.2ms\n",
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      "image 965/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_004027.jpg: 640x512 1 car, 3.1ms\n",
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      "image 968/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_004053.jpg: 256x640 (no detections), 35.2ms\n",
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      "image 974/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_004138.jpg: 384x640 1 boat, 2.9ms\n",
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      "image 1010/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_004704.jpg: 480x640 3 sheeps, 6.1ms\n",
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      "image 1053/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005616.jpg: 640x480 (no detections), 2.8ms\n",
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      "image 1055/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005635.jpg: 448x640 2 sheeps, 2.3ms\n",
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      "image 1059/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005681.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1060/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005688.jpg: 448x640 (no detections), 2.3ms\n",
      "image 1061/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005706.jpg: 480x640 (no detections), 5.1ms\n",
      "image 1062/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005709.jpg: 640x480 (no detections), 4.5ms\n",
      "image 1063/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005723.jpg: 480x640 (no detections), 4.5ms\n",
      "image 1064/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005733.jpg: 480x640 1 person, 1 car, 6.2ms\n",
      "image 1065/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005755.jpg: 448x640 (no detections), 6.6ms\n",
      "image 1066/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005791.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1067/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005821.jpg: 640x448 (no detections), 2.8ms\n",
      "image 1068/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005835.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1069/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005848.jpg: 480x640 1 bicycle, 7.1ms\n",
      "image 1070/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005867.jpg: 480x640 1 person, 5.0ms\n",
      "image 1071/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005888.jpg: 480x640 (no detections), 7.5ms\n",
      "image 1072/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005960.jpg: 448x640 1 person, 1 bird, 11.4ms\n",
      "image 1073/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005992.jpg: 448x640 (no detections), 3.3ms\n",
      "image 1074/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_005995.jpg: 480x640 (no detections), 3.4ms\n",
      "image 1075/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006004.jpg: 480x640 1 person, 7.3ms\n",
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      "image 1077/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006025.jpg: 640x640 1 cat, 7.7ms\n",
      "image 1078/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006037.jpg: 480x640 (no detections), 3.2ms\n",
      "image 1079/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006040.jpg: 640x640 (no detections), 3.4ms\n",
      "image 1080/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006082.jpg: 448x640 1 aeroplane, 3.2ms\n",
      "image 1081/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006089.jpg: 640x480 (no detections), 7.2ms\n",
      "image 1082/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006093.jpg: 480x640 (no detections), 7.1ms\n",
      "image 1083/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006094.jpg: 480x640 (no detections), 7.3ms\n",
      "image 1084/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006122.jpg: 448x640 (no detections), 5.1ms\n",
      "image 1085/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006157.jpg: 480x640 (no detections), 7.3ms\n",
      "image 1086/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006167.jpg: 640x480 (no detections), 6.8ms\n",
      "image 1087/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006176.jpg: 448x640 (no detections), 3.1ms\n",
      "image 1088/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006191.jpg: 640x480 (no detections), 3.0ms\n",
      "image 1089/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006207.jpg: 480x640 1 person, 2.9ms\n",
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      "image 1091/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006238.jpg: 640x448 (no detections), 4.5ms\n",
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      "image 1094/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006382.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1095/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006394.jpg: 480x640 1 person, 5.2ms\n",
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      "image 1097/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006489.jpg: 640x480 (no detections), 7.1ms\n",
      "image 1098/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006498.jpg: 448x640 1 person, 3.2ms\n",
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      "image 1101/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006554.jpg: 416x640 1 person, 4.4ms\n",
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      "image 1110/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006711.jpg: 640x448 (no detections), 4.5ms\n",
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      "image 1112/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006759.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1113/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006764.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1114/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006767.jpg: 480x640 1 person, 2.4ms\n",
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      "image 1117/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006881.jpg: 480x640 (no detections), 7.0ms\n",
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      "image 1119/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006906.jpg: 384x640 2 persons, 2.5ms\n",
      "image 1120/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006936.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1121/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006957.jpg: 448x640 (no detections), 2.8ms\n",
      "image 1122/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006960.jpg: 480x640 1 person, 7.0ms\n",
      "image 1123/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006962.jpg: 480x640 (no detections), 7.3ms\n",
      "image 1124/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2010_006974.jpg: 640x480 2 persons, 7.2ms\n",
      "image 1125/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000054.jpg: 480x640 1 person, 3.0ms\n",
      "image 1126/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000102.jpg: 480x640 (no detections), 5.0ms\n",
      "image 1127/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000116.jpg: 480x640 1 aeroplane, 4.5ms\n",
      "image 1128/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000129.jpg: 448x640 2 aeroplanes, 7.1ms\n",
      "image 1129/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000138.jpg: 448x640 (no detections), 2.9ms\n",
      "image 1130/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000146.jpg: 480x640 1 person, 3.5ms\n",
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      "image 1133/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000197.jpg: 448x640 1 train, 3.0ms\n",
      "image 1134/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000202.jpg: 640x480 (no detections), 2.9ms\n",
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      "image 1137/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000280.jpg: 480x640 (no detections), 7.7ms\n",
      "image 1138/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000288.jpg: 640x480 1 tvmonitor, 3.4ms\n",
      "image 1139/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000305.jpg: 480x640 (no detections), 3.2ms\n",
      "image 1140/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000312.jpg: 448x640 3 buss, 3.3ms\n",
      "image 1141/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000345.jpg: 480x640 (no detections), 7.2ms\n",
      "image 1142/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000347.jpg: 448x640 2 persons, 4.5ms\n",
      "image 1143/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000359.jpg: 480x640 (no detections), 7.4ms\n",
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      "image 1145/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000435.jpg: 480x640 1 person, 3.3ms\n",
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      "image 1147/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000539.jpg: 640x448 (no detections), 2.4ms\n",
      "image 1148/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000557.jpg: 480x640 1 person, 4.5ms\n",
      "image 1149/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000644.jpg: 480x640 (no detections), 7.2ms\n",
      "image 1150/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000689.jpg: 640x480 3 persons, 7.1ms\n",
      "image 1151/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000692.jpg: 640x448 1 person, 2.4ms\n",
      "image 1152/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000709.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1153/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000763.jpg: 480x640 (no detections), 4.9ms\n",
      "image 1154/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000767.jpg: 640x448 2 persons, 4.3ms\n",
      "image 1155/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000787.jpg: 480x640 (no detections), 7.3ms\n",
      "image 1156/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000800.jpg: 480x640 (no detections), 7.1ms\n",
      "image 1157/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000808.jpg: 640x480 1 person, 2.9ms\n",
      "image 1158/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000820.jpg: 640x480 (no detections), 2.8ms\n",
      "image 1159/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000823.jpg: 480x640 2 persons, 1 bottle, 2.8ms\n",
      "image 1160/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000824.jpg: 576x640 (no detections), 7.1ms\n",
      "image 1161/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000842.jpg: 480x640 1 person, 7.1ms\n",
      "image 1162/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000872.jpg: 448x640 (no detections), 7.0ms\n",
      "image 1163/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000881.jpg: 448x640 1 person, 4.4ms\n",
      "image 1164/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000895.jpg: 480x640 1 train, 2.9ms\n",
      "image 1165/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000907.jpg: 480x640 1 person, 3.3ms\n",
      "image 1166/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000912.jpg: 480x640 (no detections), 4.5ms\n",
      "image 1167/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000917.jpg: 640x480 1 chair, 4.4ms\n",
      "image 1168/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000965.jpg: 480x640 (no detections), 7.1ms\n",
      "image 1169/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000971.jpg: 480x640 (no detections), 7.1ms\n",
      "image 1170/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_000991.jpg: 480x640 1 person, 2.9ms\n",
      "image 1171/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001008.jpg: 480x640 2 persons, 2.9ms\n",
      "image 1172/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001034.jpg: 480x640 (no detections), 2.5ms\n",
      "image 1173/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001116.jpg: 480x640 (no detections), 4.5ms\n",
      "image 1174/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001122.jpg: 480x640 2 persons, 1 bottle, 4.5ms\n",
      "image 1175/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001127.jpg: 416x640 2 dogs, 7.2ms\n",
      "image 1176/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001144.jpg: 480x640 (no detections), 3.4ms\n",
      "image 1177/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001158.jpg: 640x480 1 person, 3.1ms\n",
      "image 1178/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001211.jpg: 640x480 (no detections), 7.1ms\n",
      "image 1179/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001252.jpg: 640x384 (no detections), 4.4ms\n",
      "image 1180/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001261.jpg: 448x640 2 cars, 7.1ms\n",
      "image 1181/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001264.jpg: 640x480 (no detections), 7.3ms\n",
      "image 1182/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001311.jpg: 480x640 2 persons, 1 car, 7.0ms\n",
      "image 1183/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001318.jpg: 480x640 (no detections), 3.1ms\n",
      "image 1184/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001319.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1185/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001335.jpg: 480x640 1 person, 1 horse, 7.2ms\n",
      "image 1186/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001369.jpg: 640x512 (no detections), 3.3ms\n",
      "image 1187/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001370.jpg: 480x640 3 persons, 3.1ms\n",
      "image 1188/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001373.jpg: 480x640 2 sheeps, 3.1ms\n",
      "image 1189/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001463.jpg: 448x640 1 bird, 7.1ms\n",
      "image 1190/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001510.jpg: 448x640 1 person, 7.1ms\n",
      "image 1191/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001522.jpg: 640x480 (no detections), 3.0ms\n",
      "image 1192/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001535.jpg: 480x640 1 person, 1 car, 3.5ms\n",
      "image 1193/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001583.jpg: 480x640 (no detections), 3.1ms\n",
      "image 1194/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001610.jpg: 640x480 (no detections), 2.9ms\n",
      "image 1195/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001613.jpg: 448x640 1 boat, 3.0ms\n",
      "image 1196/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001629.jpg: 448x640 1 person, 2.9ms\n",
      "image 1197/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001708.jpg: 640x480 1 cow, 3.0ms\n",
      "image 1198/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001718.jpg: 480x640 1 person, 2.9ms\n",
      "image 1199/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001733.jpg: 480x640 1 cat, 2.7ms\n",
      "image 1200/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001740.jpg: 480x640 1 person, 2.3ms\n",
      "image 1201/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001765.jpg: 448x640 1 person, 2.3ms\n",
      "image 1202/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001770.jpg: 480x640 (no detections), 2.4ms\n",
      "image 1203/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001779.jpg: 640x608 (no detections), 3.0ms\n",
      "image 1204/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001782.jpg: 512x640 1 cow, 4.5ms\n",
      "image 1205/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001796.jpg: 480x640 (no detections), 3.1ms\n",
      "image 1206/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001834.jpg: 480x640 1 chair, 3.5ms\n",
      "image 1207/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001861.jpg: 640x480 1 person, 3.0ms\n",
      "image 1208/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001862.jpg: 480x640 1 chair, 3.2ms\n",
      "image 1209/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001880.jpg: 480x640 (no detections), 3.2ms\n",
      "image 1210/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001906.jpg: 480x640 1 person, 3.1ms\n",
      "image 1211/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001909.jpg: 480x640 1 person, 3.1ms\n",
      "image 1212/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001927.jpg: 448x640 (no detections), 2.9ms\n",
      "image 1213/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001932.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1214/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001945.jpg: 640x480 (no detections), 2.8ms\n",
      "image 1215/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_001980.jpg: 576x640 1 person, 3.2ms\n",
      "image 1216/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002004.jpg: 576x640 (no detections), 3.1ms\n",
      "image 1217/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002026.jpg: 640x448 (no detections), 2.4ms\n",
      "image 1218/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002031.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1219/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002047.jpg: 448x640 1 person, 1 horse, 2.8ms\n",
      "image 1220/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002055.jpg: 608x640 (no detections), 3.3ms\n",
      "image 1221/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002062.jpg: 448x640 1 motorbike, 2.8ms\n",
      "image 1222/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002098.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1223/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002100.jpg: 448x640 2 birds, 2.9ms\n",
      "image 1224/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002106.jpg: 448x640 1 person, 1 car, 2.4ms\n",
      "image 1225/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002119.jpg: 512x640 1 sheep, 3.0ms\n",
      "image 1226/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002147.jpg: 640x480 (no detections), 2.7ms\n",
      "image 1227/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002149.jpg: 448x640 1 person, 2.4ms\n",
      "image 1228/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002154.jpg: 480x640 1 tvmonitor, 2.8ms\n",
      "image 1229/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002174.jpg: 480x640 1 car, 2.7ms\n",
      "image 1230/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002185.jpg: 640x480 1 bottle, 2.4ms\n",
      "image 1231/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002200.jpg: 480x640 2 persons, 2.8ms\n",
      "image 1232/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002230.jpg: 480x640 1 bird, 2.7ms\n",
      "image 1233/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002234.jpg: 448x640 1 person, 2.4ms\n",
      "image 1234/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002248.jpg: 416x640 (no detections), 2.3ms\n",
      "image 1235/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002251.jpg: 640x448 (no detections), 2.3ms\n",
      "image 1236/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002279.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1237/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002281.jpg: 640x640 (no detections), 3.1ms\n",
      "image 1238/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002301.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1239/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002330.jpg: 384x640 1 person, 2 buss, 2.3ms\n",
      "image 1240/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002335.jpg: 480x640 1 person, 3.0ms\n",
      "image 1241/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002358.jpg: 480x640 2 persons, 2.9ms\n",
      "image 1242/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002371.jpg: 640x480 (no detections), 2.8ms\n",
      "image 1243/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002395.jpg: 448x640 (no detections), 2.4ms\n",
      "image 1244/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002428.jpg: 480x640 1 person, 1 car, 2.9ms\n",
      "image 1245/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002503.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1246/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002514.jpg: 480x640 1 tvmonitor, 2.8ms\n",
      "image 1247/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002520.jpg: 512x640 2 horses, 2.9ms\n",
      "image 1248/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002548.jpg: 480x640 3 birds, 2.8ms\n",
      "image 1249/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002551.jpg: 448x640 1 person, 4.5ms\n",
      "image 1250/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002568.jpg: 480x640 (no detections), 3.4ms\n",
      "image 1251/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002578.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1252/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002590.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1253/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002594.jpg: 448x640 (no detections), 2.8ms\n",
      "image 1254/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002605.jpg: 448x640 (no detections), 2.8ms\n",
      "image 1255/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002620.jpg: 480x640 1 chair, 3.0ms\n",
      "image 1256/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002624.jpg: 480x640 1 person, 3.0ms\n",
      "image 1257/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002628.jpg: 640x448 1 person, 2.9ms\n",
      "image 1258/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002644.jpg: 480x640 1 chair, 1 tvmonitor, 2.9ms\n",
      "image 1259/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002650.jpg: 480x640 2 persons, 1 chair, 2.9ms\n",
      "image 1260/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002679.jpg: 448x640 (no detections), 2.8ms\n",
      "image 1261/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002714.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1262/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002742.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1263/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002744.jpg: 640x448 (no detections), 2.7ms\n",
      "image 1264/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002767.jpg: 480x640 1 bird, 7.1ms\n",
      "image 1265/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002784.jpg: 480x640 1 pottedplant, 3.0ms\n",
      "image 1266/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002812.jpg: 384x640 2 cars, 2.8ms\n",
      "image 1267/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002863.jpg: 640x640 (no detections), 3.5ms\n",
      "image 1268/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002885.jpg: 480x640 2 cows, 3.3ms\n",
      "image 1269/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002889.jpg: 448x640 1 bird, 2.8ms\n",
      "image 1270/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002904.jpg: 448x640 1 person, 2.8ms\n",
      "image 1271/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002915.jpg: 480x640 1 person, 1 chair, 2.3ms\n",
      "image 1272/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002916.jpg: 480x640 (no detections), 2.4ms\n",
      "image 1273/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002917.jpg: 448x640 1 train, 2.2ms\n",
      "image 1274/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002921.jpg: 480x640 2 persons, 2.3ms\n",
      "image 1275/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002930.jpg: 448x640 2 aeroplanes, 2.2ms\n",
      "image 1276/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002953.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1277/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_002956.jpg: 480x640 2 persons, 1 car, 2 buss, 2.2ms\n",
      "image 1278/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003002.jpg: 448x640 (no detections), 2.1ms\n",
      "image 1279/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003049.jpg: 448x640 1 chair, 2.1ms\n",
      "image 1280/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003066.jpg: 480x640 2 persons, 2 chairs, 2.1ms\n",
      "image 1281/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003079.jpg: 640x448 (no detections), 2.0ms\n",
      "image 1282/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003106.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1283/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003114.jpg: 448x640 2 persons, 2.1ms\n",
      "image 1284/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003145.jpg: 480x640 1 bird, 2.2ms\n",
      "image 1285/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003149.jpg: 448x640 1 train, 2.1ms\n",
      "image 1286/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003213.jpg: 448x640 1 bird, 2.1ms\n",
      "image 1287/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003216.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1288/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003236.jpg: 480x640 (no detections), 2.1ms\n",
      "image 1289/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003258.jpg: 480x640 1 person, 2.1ms\n",
      "image 1290/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003261.jpg: 640x480 1 person, 2.1ms\n",
      "image 1291/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003271.jpg: 640x640 (no detections), 2.8ms\n",
      "image 1292/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003306.jpg: 640x448 1 person, 2.0ms\n",
      "image 1293/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003344.jpg: 640x480 1 person, 2.2ms\n",
      "image 1294/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003364.jpg: 480x640 1 person, 2.2ms\n",
      "image 1295/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003365.jpg: 480x640 1 person, 1 motorbike, 2.3ms\n",
      "image 1296/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003419.jpg: 640x480 (no detections), 2.2ms\n",
      "image 1297/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003426.jpg: 640x512 1 person, 2.3ms\n",
      "image 1298/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003438.jpg: 480x640 1 person, 2.2ms\n",
      "image 1299/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003449.jpg: 448x640 4 persons, 2.1ms\n",
      "image 1300/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003468.jpg: 640x480 (no detections), 2.2ms\n",
      "image 1301/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003473.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1302/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003495.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1303/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003497.jpg: 608x640 (no detections), 2.8ms\n",
      "image 1304/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003520.jpg: 480x640 1 person, 2.3ms\n",
      "image 1305/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003527.jpg: 640x480 (no detections), 2.2ms\n",
      "image 1306/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003545.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1307/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003557.jpg: 640x448 (no detections), 2.2ms\n",
      "image 1308/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003609.jpg: 416x640 1 person, 2.2ms\n",
      "image 1309/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003631.jpg: 512x640 1 person, 2.3ms\n",
      "image 1310/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003664.jpg: 640x448 2 persons, 2.5ms\n",
      "image 1311/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003665.jpg: 512x640 (no detections), 3.1ms\n",
      "image 1312/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003667.jpg: 448x640 (no detections), 3.0ms\n",
      "image 1313/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003726.jpg: 544x640 1 person, 3.3ms\n",
      "image 1314/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003734.jpg: 480x640 1 person, 3.2ms\n",
      "image 1315/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003749.jpg: 640x544 (no detections), 3.0ms\n",
      "image 1316/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003756.jpg: 480x640 1 person, 2.9ms\n",
      "image 1317/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003761.jpg: 640x448 (no detections), 2.3ms\n",
      "image 1318/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003773.jpg: 480x640 1 person, 3.1ms\n",
      "image 1319/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003777.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1320/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003789.jpg: 480x640 1 person, 3.1ms\n",
      "image 1321/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003791.jpg: 512x640 (no detections), 3.0ms\n",
      "image 1322/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003806.jpg: 480x640 (no detections), 7.2ms\n",
      "image 1323/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003834.jpg: 608x640 2 persons, 7.6ms\n",
      "image 1324/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003908.jpg: 448x640 2 persons, 3.0ms\n",
      "image 1325/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003931.jpg: 640x480 1 person, 3.0ms\n",
      "image 1326/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003973.jpg: 480x640 (no detections), 3.2ms\n",
      "image 1327/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_003995.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1328/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004028.jpg: 448x640 1 person, 2 horses, 2.9ms\n",
      "image 1329/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004033.jpg: 512x640 (no detections), 3.1ms\n",
      "image 1330/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004036.jpg: 640x448 1 person, 2.9ms\n",
      "image 1331/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004049.jpg: 480x640 1 person, 3.0ms\n",
      "image 1332/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004056.jpg: 640x480 (no detections), 3.0ms\n",
      "image 1333/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004059.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1334/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004089.jpg: 640x480 2 persons, 2.9ms\n",
      "image 1335/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004103.jpg: 480x640 2 persons, 2.9ms\n",
      "image 1336/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004104.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1337/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004127.jpg: 416x640 1 person, 2.8ms\n",
      "image 1338/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004137.jpg: 448x640 2 persons, 1 chair, 2.8ms\n",
      "image 1339/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004138.jpg: 448x640 3 persons, 2.8ms\n",
      "image 1340/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004170.jpg: 640x448 (no detections), 2.4ms\n",
      "image 1341/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004213.jpg: 448x640 2 persons, 2.8ms\n",
      "image 1342/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004217.jpg: 480x640 1 person, 2.9ms\n",
      "image 1343/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004252.jpg: 640x640 (no detections), 3.2ms\n",
      "image 1344/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004259.jpg: 480x640 1 person, 2.9ms\n",
      "image 1345/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004275.jpg: 480x640 1 person, 3.0ms\n",
      "image 1346/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004283.jpg: 480x640 2 persons, 2.9ms\n",
      "image 1347/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004284.jpg: 448x640 2 persons, 2.7ms\n",
      "image 1348/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004289.jpg: 640x448 1 person, 2.3ms\n",
      "image 1349/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004293.jpg: 640x480 1 person, 2.9ms\n",
      "image 1350/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004327.jpg: 640x480 (no detections), 2.4ms\n",
      "image 1351/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004350.jpg: 544x640 (no detections), 3.1ms\n",
      "image 1352/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004381.jpg: 256x640 2 persons, 2.0ms\n",
      "image 1353/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004409.jpg: 448x640 (no detections), 2.7ms\n",
      "image 1354/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004443.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1355/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004455.jpg: 640x480 1 person, 2.8ms\n",
      "image 1356/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004476.jpg: 480x640 1 person, 2.9ms\n",
      "image 1357/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004483.jpg: 640x448 (no detections), 2.3ms\n",
      "image 1358/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004490.jpg: 512x640 4 persons, 1 bicycle, 2.9ms\n",
      "image 1359/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004605.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1360/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004618.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1361/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004662.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1362/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004671.jpg: 640x480 (no detections), 2.7ms\n",
      "image 1363/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004693.jpg: 448x640 1 person, 2.4ms\n",
      "image 1364/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004708.jpg: 416x640 (no detections), 2.4ms\n",
      "image 1365/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004733.jpg: 480x640 1 person, 2.8ms\n",
      "image 1366/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004759.jpg: 480x640 (no detections), 2.7ms\n",
      "image 1367/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004774.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1368/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004775.jpg: 448x640 2 persons, 2.4ms\n",
      "image 1369/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004776.jpg: 640x448 (no detections), 2.3ms\n",
      "image 1370/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004786.jpg: 480x640 1 person, 2.8ms\n",
      "image 1371/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004804.jpg: 448x640 1 person, 2.4ms\n",
      "image 1372/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004836.jpg: 640x480 1 person, 2.3ms\n",
      "image 1373/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004844.jpg: 640x640 2 persons, 3.0ms\n",
      "image 1374/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004856.jpg: 480x640 (no detections), 6.9ms\n",
      "image 1375/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004891.jpg: 512x640 1 person, 7.2ms\n",
      "image 1376/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004978.jpg: 480x640 1 person, 3.0ms\n",
      "image 1377/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004980.jpg: 448x640 3 persons, 3.0ms\n",
      "image 1378/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_004994.jpg: 640x480 (no detections), 2.9ms\n",
      "image 1379/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005036.jpg: 640x448 (no detections), 2.9ms\n",
      "image 1380/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005039.jpg: 640x448 (no detections), 2.5ms\n",
      "image 1381/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005053.jpg: 640x480 (no detections), 2.7ms\n",
      "image 1382/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005060.jpg: 448x640 1 person, 3.0ms\n",
      "image 1383/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005069.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1384/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005096.jpg: 192x640 2 persons, 1.9ms\n",
      "image 1385/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005137.jpg: 512x640 1 person, 3.0ms\n",
      "image 1386/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005170.jpg: 480x640 1 person, 7.2ms\n",
      "image 1387/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005199.jpg: 480x640 (no detections), 3.1ms\n",
      "image 1388/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005263.jpg: 480x640 1 person, 3.0ms\n",
      "image 1389/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005276.jpg: 640x480 1 person, 3.1ms\n",
      "image 1390/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005299.jpg: 480x640 1 person, 3.1ms\n",
      "image 1391/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005349.jpg: 480x640 1 person, 2.9ms\n",
      "image 1392/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005370.jpg: 640x448 (no detections), 3.0ms\n",
      "image 1393/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005413.jpg: 448x640 1 person, 3.0ms\n",
      "image 1394/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005414.jpg: 480x640 1 person, 3.1ms\n",
      "image 1395/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005431.jpg: 640x480 (no detections), 2.8ms\n",
      "image 1396/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005441.jpg: 608x640 1 person, 3.4ms\n",
      "image 1397/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005461.jpg: 640x480 2 persons, 2.8ms\n",
      "image 1398/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005523.jpg: 640x512 1 person, 2.9ms\n",
      "image 1399/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005558.jpg: 608x640 1 person, 3.3ms\n",
      "image 1400/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005577.jpg: 448x640 3 persons, 2.8ms\n",
      "image 1401/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005589.jpg: 384x640 1 person, 2.3ms\n",
      "image 1402/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005591.jpg: 480x640 1 person, 1 bottle, 2.9ms\n",
      "image 1403/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005635.jpg: 640x416 (no detections), 2.9ms\n",
      "image 1404/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005658.jpg: 480x640 2 persons, 2.9ms\n",
      "image 1405/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005708.jpg: 480x640 1 person, 3.0ms\n",
      "image 1406/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005743.jpg: 640x416 (no detections), 2.4ms\n",
      "image 1407/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005767.jpg: 448x640 2 persons, 2.8ms\n",
      "image 1408/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005770.jpg: 480x640 1 person, 3.0ms\n",
      "image 1409/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005804.jpg: 640x480 (no detections), 2.8ms\n",
      "image 1410/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005817.jpg: 480x640 1 person, 3.0ms\n",
      "image 1411/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005835.jpg: 448x640 1 person, 2.8ms\n",
      "image 1412/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005895.jpg: 448x640 (no detections), 2.8ms\n",
      "image 1413/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005896.jpg: 480x640 1 person, 2 pottedplants, 3.0ms\n",
      "image 1414/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005905.jpg: 480x640 1 person, 3.0ms\n",
      "image 1415/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005915.jpg: 640x448 1 person, 2.4ms\n",
      "image 1416/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005926.jpg: 448x640 1 person, 2.8ms\n",
      "image 1417/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005939.jpg: 480x640 2 persons, 2.9ms\n",
      "image 1418/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005946.jpg: 480x640 1 tvmonitor, 2.9ms\n",
      "image 1419/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005954.jpg: 448x640 1 person, 2.8ms\n",
      "image 1420/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_005990.jpg: 640x512 2 persons, 2.8ms\n",
      "image 1421/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006004.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1422/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006013.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1423/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006046.jpg: 448x640 (no detections), 2.8ms\n",
      "image 1424/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006057.jpg: 512x640 1 person, 3.0ms\n",
      "image 1425/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006065.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1426/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006084.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1427/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006087.jpg: 448x640 2 persons, 2.8ms\n",
      "image 1428/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006099.jpg: 640x480 1 person, 2.8ms\n",
      "image 1429/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006100.jpg: 448x640 1 person, 2.8ms\n",
      "image 1430/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006104.jpg: 480x640 1 person, 2.8ms\n",
      "image 1431/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006107.jpg: 384x640 (no detections), 2.3ms\n",
      "image 1432/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006115.jpg: 480x640 1 person, 2.8ms\n",
      "image 1433/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006166.jpg: 448x640 1 person, 4.5ms\n",
      "image 1434/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006169.jpg: 480x640 1 person, 3.1ms\n",
      "image 1435/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006177.jpg: 640x448 (no detections), 2.9ms\n",
      "image 1436/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006221.jpg: 640x448 1 person, 3.1ms\n",
      "image 1437/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006235.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1438/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006249.jpg: 640x448 1 person, 2.8ms\n",
      "image 1439/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006263.jpg: 640x480 (no detections), 3.1ms\n",
      "image 1440/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006285.jpg: 640x448 2 persons, 3.1ms\n",
      "image 1441/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006292.jpg: 512x640 1 person, 3.0ms\n",
      "image 1442/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006329.jpg: 480x640 (no detections), 3.1ms\n",
      "image 1443/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006343.jpg: 480x640 2 persons, 2.9ms\n",
      "image 1444/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006363.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1445/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006410.jpg: 640x352 (no detections), 2.2ms\n",
      "image 1446/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006436.jpg: 448x640 (no detections), 2.9ms\n",
      "image 1447/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006489.jpg: 480x640 1 person, 2.8ms\n",
      "image 1448/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006504.jpg: 640x512 (no detections), 4.3ms\n",
      "image 1449/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006541.jpg: 480x640 1 person, 3.5ms\n",
      "image 1450/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006548.jpg: 544x640 (no detections), 3.2ms\n",
      "image 1451/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006584.jpg: 480x640 (no detections), 3.2ms\n",
      "image 1452/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006599.jpg: 480x640 1 person, 3.1ms\n",
      "image 1453/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006619.jpg: 480x640 1 person, 2.9ms\n",
      "image 1454/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006674.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1455/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006676.jpg: 480x640 1 person, 2.5ms\n",
      "image 1456/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006678.jpg: 640x480 1 person, 2.5ms\n",
      "image 1457/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006685.jpg: 480x640 (no detections), 2.4ms\n",
      "image 1458/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006699.jpg: 480x640 2 persons, 2.4ms\n",
      "image 1459/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006718.jpg: 480x640 1 person, 2.3ms\n",
      "image 1460/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006728.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1461/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006753.jpg: 448x640 1 person, 1 motorbike, 2.2ms\n",
      "image 1462/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006763.jpg: 576x640 1 person, 2.8ms\n",
      "image 1463/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006778.jpg: 480x640 1 person, 2.3ms\n",
      "image 1464/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006784.jpg: 512x640 2 persons, 2.4ms\n",
      "image 1465/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006788.jpg: 448x640 1 person, 2.2ms\n",
      "image 1466/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006806.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1467/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006808.jpg: 480x640 2 persons, 2.2ms\n",
      "image 1468/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006815.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1469/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006817.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1470/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006850.jpg: 640x512 (no detections), 2.2ms\n",
      "image 1471/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006870.jpg: 448x640 (no detections), 2.2ms\n",
      "image 1472/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006876.jpg: 640x480 (no detections), 2.2ms\n",
      "image 1473/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006893.jpg: 416x640 3 persons, 2.1ms\n",
      "image 1474/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006921.jpg: 640x480 (no detections), 2.2ms\n",
      "image 1475/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006922.jpg: 480x640 1 person, 2.3ms\n",
      "image 1476/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006934.jpg: 448x640 2 persons, 2.2ms\n",
      "image 1477/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006965.jpg: 640x576 (no detections), 2.8ms\n",
      "image 1478/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006972.jpg: 448x640 1 person, 2.2ms\n",
      "image 1479/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_006988.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1480/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007022.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1481/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007031.jpg: 480x640 1 person, 2.2ms\n",
      "image 1482/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007041.jpg: 640x448 1 person, 2.1ms\n",
      "image 1483/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007061.jpg: 640x480 2 persons, 2.2ms\n",
      "image 1484/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007066.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1485/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007070.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1486/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007083.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1487/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007116.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1488/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007119.jpg: 576x640 (no detections), 2.8ms\n",
      "image 1489/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007134.jpg: 416x640 1 person, 2.2ms\n",
      "image 1490/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007150.jpg: 480x640 1 person, 2.3ms\n",
      "image 1491/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007154.jpg: 448x640 (no detections), 2.1ms\n",
      "image 1492/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007163.jpg: 640x448 (no detections), 2.1ms\n",
      "image 1493/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007179.jpg: 640x480 1 person, 2.2ms\n",
      "image 1494/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2011_007207.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1495/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000016.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1496/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000032.jpg: 480x640 1 person, 2.2ms\n",
      "image 1497/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000036.jpg: 640x480 (no detections), 4.3ms\n",
      "image 1498/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000045.jpg: 448x640 1 person, 4.3ms\n",
      "image 1499/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000050.jpg: 448x640 1 person, 3.2ms\n",
      "image 1500/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000051.jpg: 480x640 1 person, 1 car, 3.1ms\n",
      "image 1501/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000065.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1502/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000083.jpg: 640x480 (no detections), 3.0ms\n",
      "image 1503/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000084.jpg: 640x448 1 person, 2.3ms\n",
      "image 1504/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000100.jpg: 480x640 2 persons, 2.3ms\n",
      "image 1505/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000108.jpg: 640x480 (no detections), 2.2ms\n",
      "image 1506/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000115.jpg: 576x640 (no detections), 2.8ms\n",
      "image 1507/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000150.jpg: 416x640 2 persons, 2.2ms\n",
      "image 1508/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000169.jpg: 480x640 1 person, 2.2ms\n",
      "image 1509/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000172.jpg: 480x640 1 person, 2.2ms\n",
      "image 1510/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000219.jpg: 480x640 1 person, 2.2ms\n",
      "image 1511/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000262.jpg: 480x640 2 persons, 2.1ms\n",
      "image 1512/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000276.jpg: 640x480 1 person, 2.3ms\n",
      "image 1513/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000288.jpg: 480x640 1 person, 3.0ms\n",
      "image 1514/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000303.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1515/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000310.jpg: 448x640 1 motorbike, 3.0ms\n",
      "image 1516/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000320.jpg: 160x640 (no detections), 1.7ms\n",
      "image 1517/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000330.jpg: 480x640 1 person, 2.4ms\n",
      "image 1518/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000398.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1519/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000435.jpg: 480x640 (no detections), 2.2ms\n",
      "image 1520/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000454.jpg: 480x640 1 person, 2.3ms\n",
      "image 1521/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000464.jpg: 480x640 1 person, 2.1ms\n",
      "image 1522/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000471.jpg: 416x640 1 person, 2.1ms\n",
      "image 1523/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000473.jpg: 480x640 1 person, 2.2ms\n",
      "image 1524/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000509.jpg: 480x640 2 persons, 2.3ms\n",
      "image 1525/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000559.jpg: 640x480 2 persons, 2.2ms\n",
      "image 1526/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000576.jpg: 480x640 1 person, 2.3ms\n",
      "image 1527/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000592.jpg: 480x640 1 person, 2.2ms\n",
      "image 1528/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000660.jpg: 640x448 (no detections), 2.1ms\n",
      "image 1529/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000669.jpg: 448x640 3 persons, 2 cars, 2.3ms\n",
      "image 1530/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000704.jpg: 480x640 2 persons, 2.3ms\n",
      "image 1531/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000724.jpg: 640x448 (no detections), 2.1ms\n",
      "image 1532/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000726.jpg: 480x640 1 person, 2.3ms\n",
      "image 1533/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000731.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1534/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000786.jpg: 480x640 2 persons, 2.3ms\n",
      "image 1535/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000807.jpg: 480x640 3 persons, 2.3ms\n",
      "image 1536/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000811.jpg: 640x480 (no detections), 2.2ms\n",
      "image 1537/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000864.jpg: 416x640 1 person, 2.2ms\n",
      "image 1538/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000873.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1539/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000891.jpg: 480x640 1 person, 2.3ms\n",
      "image 1540/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000892.jpg: 448x640 (no detections), 2.2ms\n",
      "image 1541/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000896.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1542/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000914.jpg: 480x640 (no detections), 2.4ms\n",
      "image 1543/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000940.jpg: 480x640 1 person, 2.3ms\n",
      "image 1544/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000946.jpg: 480x640 1 person, 2.4ms\n",
      "image 1545/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000971.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1546/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_000986.jpg: 640x480 (no detections), 2.2ms\n",
      "image 1547/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001030.jpg: 416x640 1 person, 2.2ms\n",
      "image 1548/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001045.jpg: 640x448 (no detections), 2.2ms\n",
      "image 1549/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001046.jpg: 640x512 (no detections), 2.3ms\n",
      "image 1550/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001052.jpg: 640x448 1 person, 2.2ms\n",
      "image 1551/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001057.jpg: 448x640 1 person, 2.3ms\n",
      "image 1552/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001082.jpg: 480x640 3 persons, 2.3ms\n",
      "image 1553/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001094.jpg: 480x640 1 person, 2.3ms\n",
      "image 1554/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001170.jpg: 448x640 2 persons, 2.2ms\n",
      "image 1555/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001183.jpg: 640x480 (no detections), 2.3ms\n",
      "image 1556/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001204.jpg: 448x640 2 persons, 2.2ms\n",
      "image 1557/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001210.jpg: 480x640 1 person, 4.4ms\n",
      "image 1558/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001216.jpg: 448x640 2 persons, 3.0ms\n",
      "image 1559/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001228.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1560/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001266.jpg: 480x640 1 person, 3.1ms\n",
      "image 1561/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001267.jpg: 480x640 (no detections), 3.1ms\n",
      "image 1562/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001286.jpg: 480x640 (no detections), 3.0ms\n",
      "image 1563/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001374.jpg: 448x640 (no detections), 2.8ms\n",
      "image 1564/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001376.jpg: 640x480 (no detections), 2.9ms\n",
      "image 1565/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001398.jpg: 640x640 1 person, 3.4ms\n",
      "image 1566/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001410.jpg: 448x640 (no detections), 2.3ms\n",
      "image 1567/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001413.jpg: 640x448 1 person, 2.3ms\n",
      "image 1568/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001438.jpg: 448x640 (no detections), 2.3ms\n",
      "image 1569/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001469.jpg: 544x640 (no detections), 2.9ms\n",
      "image 1570/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001472.jpg: 640x480 1 person, 2.3ms\n",
      "image 1571/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001475.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1572/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001505.jpg: 480x640 2 persons, 2.3ms\n",
      "image 1573/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001523.jpg: 640x448 2 persons, 1 horse, 2.2ms\n",
      "image 1574/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001582.jpg: 640x480 1 person, 2.3ms\n",
      "image 1575/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001601.jpg: 480x640 (no detections), 4.0ms\n",
      "image 1576/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001603.jpg: 480x640 (no detections), 3.4ms\n",
      "image 1577/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001628.jpg: 480x640 1 person, 3.4ms\n",
      "image 1578/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001641.jpg: 640x480 (no detections), 3.2ms\n",
      "image 1579/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001645.jpg: 640x448 2 persons, 2.8ms\n",
      "image 1580/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001653.jpg: 480x640 (no detections), 3.2ms\n",
      "image 1581/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001659.jpg: 480x640 1 person, 3.1ms\n",
      "image 1582/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001660.jpg: 448x640 (no detections), 3.0ms\n",
      "image 1583/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001665.jpg: 480x640 2 persons, 2.9ms\n",
      "image 1584/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001674.jpg: 640x480 1 person, 3.0ms\n",
      "image 1585/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001695.jpg: 480x640 1 person, 2.9ms\n",
      "image 1586/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001713.jpg: 512x640 2 persons, 2.9ms\n",
      "image 1587/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001720.jpg: 448x640 4 persons, 2.3ms\n",
      "image 1588/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001726.jpg: 640x480 (no detections), 2.4ms\n",
      "image 1589/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001730.jpg: 480x640 1 person, 2.4ms\n",
      "image 1590/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001733.jpg: 416x640 2 persons, 2.2ms\n",
      "image 1591/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001737.jpg: 640x480 1 person, 2.3ms\n",
      "image 1592/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001768.jpg: 480x640 (no detections), 2.4ms\n",
      "image 1593/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001817.jpg: 448x640 1 person, 2.3ms\n",
      "image 1594/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001825.jpg: 480x640 (no detections), 2.4ms\n",
      "image 1595/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001848.jpg: 480x640 3 persons, 2.4ms\n",
      "image 1596/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001858.jpg: 640x224 1 person, 1 car, 35.1ms\n",
      "image 1597/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001861.jpg: 448x640 (no detections), 2.2ms\n",
      "image 1598/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001916.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1599/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001929.jpg: 480x640 (no detections), 2.3ms\n",
      "image 1600/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001969.jpg: 480x640 1 person, 2.3ms\n",
      "image 1601/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_001997.jpg: 480x640 2 persons, 2.4ms\n",
      "image 1602/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002002.jpg: 640x448 1 pottedplant, 2.2ms\n",
      "image 1603/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002017.jpg: 576x640 1 person, 3.0ms\n",
      "image 1604/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002056.jpg: 480x640 1 person, 2.8ms\n",
      "image 1605/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002085.jpg: 480x640 (no detections), 2.4ms\n",
      "image 1606/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002092.jpg: 480x640 2 persons, 2.4ms\n",
      "image 1607/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002093.jpg: 640x480 (no detections), 2.3ms\n",
      "image 1608/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002094.jpg: 448x640 1 person, 2.3ms\n",
      "image 1609/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002114.jpg: 480x640 2 persons, 2.8ms\n",
      "image 1610/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002150.jpg: 640x448 1 person, 2.2ms\n",
      "image 1611/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002159.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1612/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002167.jpg: 640x448 2 persons, 2.2ms\n",
      "image 1613/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002186.jpg: 448x640 (no detections), 3.1ms\n",
      "image 1614/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002232.jpg: 640x480 (no detections), 3.4ms\n",
      "image 1615/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002233.jpg: 640x448 1 person, 3.3ms\n",
      "image 1616/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002240.jpg: 480x640 2 persons, 3.3ms\n",
      "image 1617/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002275.jpg: 480x640 1 person, 2.8ms\n",
      "image 1618/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002278.jpg: 448x640 2 persons, 2.4ms\n",
      "image 1619/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002280.jpg: 480x640 2 persons, 2.4ms\n",
      "image 1620/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002286.jpg: 448x640 2 persons, 2.3ms\n",
      "image 1621/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002295.jpg: 640x480 (no detections), 2.1ms\n",
      "image 1622/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002301.jpg: 480x640 1 person, 2.2ms\n",
      "image 1623/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002319.jpg: 448x640 1 person, 2.1ms\n",
      "image 1624/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002323.jpg: 640x448 (no detections), 2.0ms\n",
      "image 1625/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002330.jpg: 480x640 2 persons, 2.2ms\n",
      "image 1626/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002404.jpg: 480x640 1 person, 2.2ms\n",
      "image 1627/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002408.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1628/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002485.jpg: 448x640 3 persons, 3.2ms\n",
      "image 1629/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002491.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1630/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002492.jpg: 640x640 (no detections), 3.5ms\n",
      "image 1631/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002498.jpg: 480x640 (no detections), 2.5ms\n",
      "image 1632/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002540.jpg: 640x480 (no detections), 2.4ms\n",
      "image 1633/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002544.jpg: 480x640 2 persons, 2.4ms\n",
      "image 1634/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002556.jpg: 448x640 3 persons, 2.3ms\n",
      "image 1635/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002583.jpg: 448x640 3 persons, 2.2ms\n",
      "image 1636/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002612.jpg: 480x640 1 person, 2.5ms\n",
      "image 1637/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002621.jpg: 480x640 1 person, 2.3ms\n",
      "image 1638/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002678.jpg: 608x640 (no detections), 3.1ms\n",
      "image 1639/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002729.jpg: 512x640 4 persons, 2.7ms\n",
      "image 1640/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002758.jpg: 512x640 1 person, 2.9ms\n",
      "image 1641/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002830.jpg: 448x640 1 person, 1 car, 2.3ms\n",
      "image 1642/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002870.jpg: 512x640 (no detections), 2.7ms\n",
      "image 1643/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002905.jpg: 480x640 (no detections), 2.4ms\n",
      "image 1644/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002923.jpg: 640x448 1 person, 2.2ms\n",
      "image 1645/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002944.jpg: 448x640 2 persons, 2.3ms\n",
      "image 1646/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002961.jpg: 448x640 2 persons, 2.3ms\n",
      "image 1647/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_002974.jpg: 640x480 (no detections), 2.3ms\n",
      "image 1648/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003000.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1649/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003030.jpg: 512x640 (no detections), 2.8ms\n",
      "image 1650/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003046.jpg: 480x640 2 persons, 2.7ms\n",
      "image 1651/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003115.jpg: 480x640 1 person, 2.7ms\n",
      "image 1652/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003165.jpg: 640x480 (no detections), 2.4ms\n",
      "image 1653/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003166.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1654/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003173.jpg: 448x640 (no detections), 2.3ms\n",
      "image 1655/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003197.jpg: 576x640 (no detections), 3.1ms\n",
      "image 1656/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003200.jpg: 480x640 (no detections), 2.7ms\n",
      "image 1657/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003221.jpg: 480x640 1 person, 2.4ms\n",
      "image 1658/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003251.jpg: 480x640 1 person, 2.8ms\n",
      "image 1659/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003255.jpg: 640x448 1 person, 2.3ms\n",
      "image 1660/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003303.jpg: 480x640 (no detections), 2.7ms\n",
      "image 1661/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003305.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1662/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003322.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1663/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003338.jpg: 480x640 1 person, 2.7ms\n",
      "image 1664/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003340.jpg: 544x640 (no detections), 3.1ms\n",
      "image 1665/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003349.jpg: 480x640 (no detections), 2.7ms\n",
      "image 1666/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003366.jpg: 480x640 1 person, 2.8ms\n",
      "image 1667/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003382.jpg: 480x640 (no detections), 2.7ms\n",
      "image 1668/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003405.jpg: 448x640 1 person, 2.4ms\n",
      "image 1669/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003426.jpg: 640x480 1 person, 2.9ms\n",
      "image 1670/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003432.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1671/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003444.jpg: 448x640 2 persons, 2.4ms\n",
      "image 1672/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003445.jpg: 448x640 (no detections), 2.3ms\n",
      "image 1673/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003455.jpg: 640x352 1 person, 2.1ms\n",
      "image 1674/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003484.jpg: 448x640 3 persons, 2.3ms\n",
      "image 1675/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003535.jpg: 480x640 (no detections), 2.8ms\n",
      "image 1676/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003630.jpg: 480x640 1 person, 2.9ms\n",
      "image 1677/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003636.jpg: 480x640 1 person, 7.1ms\n",
      "image 1678/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003664.jpg: 480x640 1 person, 3.3ms\n",
      "image 1679/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003670.jpg: 448x640 1 person, 3.0ms\n",
      "image 1680/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003678.jpg: 640x448 1 person, 3.1ms\n",
      "image 1681/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003688.jpg: 480x640 1 person, 3.1ms\n",
      "image 1682/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003725.jpg: 640x480 1 person, 3.1ms\n",
      "image 1683/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003741.jpg: 640x544 1 person, 3.1ms\n",
      "image 1684/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003795.jpg: 640x480 1 person, 1 chair, 3.2ms\n",
      "image 1685/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003811.jpg: 416x640 1 person, 2.9ms\n",
      "image 1686/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003822.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1687/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003842.jpg: 640x480 2 persons, 2.8ms\n",
      "image 1688/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003843.jpg: 640x480 2 persons, 2.8ms\n",
      "image 1689/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003880.jpg: 640x480 (no detections), 2.8ms\n",
      "image 1690/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003885.jpg: 416x640 4 persons, 2.8ms\n",
      "image 1691/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003933.jpg: 640x480 2 persons, 5.4ms\n",
      "image 1692/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003937.jpg: 640x480 1 person, 3.0ms\n",
      "image 1693/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003939.jpg: 480x640 2 persons, 3.5ms\n",
      "image 1694/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003941.jpg: 480x640 (no detections), 3.1ms\n",
      "image 1695/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003953.jpg: 448x640 (no detections), 3.1ms\n",
      "image 1696/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003963.jpg: 480x640 1 person, 3.0ms\n",
      "image 1697/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003970.jpg: 640x480 (no detections), 3.1ms\n",
      "image 1698/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_003996.jpg: 640x480 1 person, 3.0ms\n",
      "image 1699/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004018.jpg: 512x640 2 persons, 1 dog, 3.1ms\n",
      "image 1700/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004021.jpg: 640x480 (no detections), 2.8ms\n",
      "image 1701/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004043.jpg: 640x640 1 person, 3.3ms\n",
      "image 1702/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004130.jpg: 480x640 1 person, 2.9ms\n",
      "image 1703/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004131.jpg: 480x640 (no detections), 2.9ms\n",
      "image 1704/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004134.jpg: 640x640 (no detections), 3.3ms\n",
      "image 1705/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004163.jpg: 448x640 3 persons, 2.9ms\n",
      "image 1706/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004189.jpg: 448x640 2 persons, 2.8ms\n",
      "image 1707/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004198.jpg: 480x640 1 person, 2.9ms\n",
      "image 1708/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004226.jpg: 640x480 (no detections), 2.8ms\n",
      "image 1709/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004229.jpg: 640x544 (no detections), 3.1ms\n",
      "image 1710/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004247.jpg: 480x640 2 persons, 3.0ms\n",
      "image 1711/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004273.jpg: 640x512 1 person, 3.0ms\n",
      "image 1712/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004289.jpg: 480x640 2 persons, 3.0ms\n",
      "image 1713/1713 /home/minhh/workspace/yolo/yolov5/datasets/VOCdevkit/VOC2012/images/test/2012_004300.jpg: 480x640 1 person, 1 car, 2.9ms\n",
      "Speed: 0.7ms pre-process, 4.4ms inference, 3.2ms NMS per image at shape (1, 3, 640, 640)\n",
      "Results saved to \u001b[1myolov5/runs/detect/exp3\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "!python yolov5/detect.py --weights yolov5/runs/train/exp7/weights/best.pt --source yolov5/datasets/VOCdevkit/VOC2012/images/test"
   ]
  }
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