From 730e2ca20d15521186793a80e8ced43e34d13509 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Thu, 2 May 2019 17:02:27 +0100
Subject: [PATCH 01/41] Initial commit

---
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 deps/monodepth2/LICENSE                       |   181 +
 deps/monodepth2/README.md                     |   245 +
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 deps/monodepth2/datasets/kitti_dataset.py     |   128 +
 deps/monodepth2/datasets/mono_dataset.py      |   206 +
 .../monodepth2/depth_prediction_example.ipynb |   199 +
 deps/monodepth2/evaluate_depth.py             |   230 +
 deps/monodepth2/evaluate_pose.py              |   134 +
 .../experiments/mono+stereo_experiments.sh    |    41 +
 .../experiments/mono_experiments.sh           |    37 +
 .../experiments/odom_experiments.sh           |    23 +
 .../experiments/stereo_experiments.sh         |    27 +
 deps/monodepth2/export_gt_depth.py            |    65 +
 deps/monodepth2/kitti_utils.py                |    98 +
 deps/monodepth2/layers.py                     |   266 +
 deps/monodepth2/networks/__init__.py          |     4 +
 deps/monodepth2/networks/depth_decoder.py     |    65 +
 deps/monodepth2/networks/pose_cnn.py          |    50 +
 deps/monodepth2/networks/pose_decoder.py      |    54 +
 deps/monodepth2/networks/resnet_encoder.py    |    98 +
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 deps/monodepth2/splits/eigen/test_files.txt   |   697 +
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 deps/monodepth2/splits/odom/val_files.txt     |  4075 +
 deps/monodepth2/test_simple.py                |   147 +
 deps/monodepth2/train.py                      |    18 +
 deps/monodepth2/trainer.py                    |   624 +
 deps/monodepth2/utils.py                      |   105 +
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 create mode 100644 deps/monodepth2/datasets/__init__.py
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 create mode 100644 deps/monodepth2/datasets/mono_dataset.py
 create mode 100644 deps/monodepth2/depth_prediction_example.ipynb
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 create mode 100644 deps/monodepth2/networks/__init__.py
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diff --git a/deps/monodepth2/.gitignore b/deps/monodepth2/.gitignore
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+__pycache__
+*.pyc
+*_disp.jpg
+*_disp.npy
+*.npz
+kitti_data
+models
diff --git a/deps/monodepth2/LICENSE b/deps/monodepth2/LICENSE
new file mode 100644
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--- /dev/null
+++ b/deps/monodepth2/LICENSE
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+Copyright © Niantic, Inc. 2018. Patent Pending.
+
+All rights reserved.
+
+
+
+================================================================================
+
+
+
+This Software is licensed under the terms of the following Monodepth2 license
+which allows for non-commercial use only. For any other use of the software not
+covered by the terms of this license, please contact partnerships@nianticlabs.com
+
+
+
+================================================================================
+
+
+
+Monodepth v2 License
+
+
+    This Agreement is made by and between the Licensor and the Licensee as
+defined and identified below.
+
+
+1.  Definitions.
+
+    In this Agreement (“the Agreement”) the following words shall have the
+following meanings:
+
+    "Authors" shall mean C. Godard, O. Mac Aodha, M. Firman, G. Brostow
+    "Licensee" Shall mean the person or organization agreeing to use the
+Software in accordance with these terms and conditions.
+    "Licensor" shall mean Niantic Inc., a company organized and existing under
+the laws of Delaware, whose principal place of business is at 1 Ferry Building,
+Suite 200, San Francisco, 94111.
+    "Software" shall mean the MonoDepth v2 Software uploaded by Licensor to the
+GitHub repository at [URL] on [DATE] in source code or object code form and any
+accompanying documentation as well as any modifications or additions uploaded
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+      2.2 The Licensee is permitted to make modifications to the Software
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+      2.3 Except as expressly permitted by this Agreement and save to the
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+4.  Duration.
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+    This Agreement is effective until the Licensee terminates it by destroying
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+5.  Disclaimer of Warranties.
+
+    The Software is provided as is. To the maximum extent permitted by law,
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+    The Licensee shall acknowledge the Authors and use of the Software in the
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+acknowledgement: “Digging Into Self-Supervised Monocular Depth Estimation,
+by C. Godard, O. Mac Aodha, M. Firman, G. Brostow, arXiv:1806.01260”.
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diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
new file mode 100644
index 0000000..7d09358
--- /dev/null
+++ b/deps/monodepth2/README.md
@@ -0,0 +1,245 @@
+# Monodepth2
+
+This is the reference PyTorch implementation for training and testing depth estimation models using the method described in
+
+> **Digging into Self-Supervised Monocular Depth Prediction**
+>
+> [Clément Godard](http://www0.cs.ucl.ac.uk/staff/C.Godard/), [Oisin Mac Aodha](http://vision.caltech.edu/~macaodha/), [Michael Firman](http://www.michaelfirman.co.uk) and [Gabriel J. Brostow](http://www0.cs.ucl.ac.uk/staff/g.brostow/)  
+>
+> [arXiv 2018](https://arxiv.org/abs/1806.01260)
+
+<p align="center">
+  <img src="assets/teaser.gif" alt="example input output gif" width="600" />
+</p>
+
+This code is for non-commercial use; please see the [license file](LICENSE) for terms.
+
+If you find our work useful in your research please consider citing our paper:
+
+```
+@article{monodepth2,
+  title     = {Digging into Self-Supervised Monocular Depth Prediction},
+  author    = {Cl{\'{e}}ment Godard and
+               Oisin {Mac Aodha} and
+               Michael Firman and
+               Gabriel J. Brostow},
+  journal = {arXiv:1806.01260},
+  year = {2018}
+}
+```
+
+
+
+## ⚙️ Setup
+
+Assuming a fresh [Anaconda](https://www.anaconda.com/download/) distribution, you can install the dependencies with:
+```shell
+conda install pytorch=0.4.1 torchvision=0.2.1 -c pytorch
+pip install tensorboardX==1.4
+conda install opencv=3.3.1   # just needed for evaluation
+```
+We ran our experiments with PyTorch 0.4.1, CUDA 9.1, Python 3.6 and Ubuntu 18.04.
+We have also successfully trained models with PyTorch 1.0, and our code is compatible with Python 2.7.
+
+<!-- We recommend using a [conda environment](https://conda.io/docs/user-guide/tasks/manage-environments.html) to avoid dependency conflicts.
+
+We also recommend using `pillow-simd` instead of `pillow` for faster image preprocessing in the dataloaders. -->
+
+
+## 🖼️ Prediction for a single image
+
+You can predict depth for a single image with:
+```shell
+python test_simple.py --image_path assets/test_image.jpg --model_name mono+stereo_640x192
+```
+
+On its first run this will download the `mono+stereo_640x192` pretrained model (99MB) into the `models/` folder.
+We provide the following  options for `--model_name`:
+
+
+| `--model_name`          | Training modality | Native model resolution  | KITTI abs. rel. error |  delta < 1.25  |
+|-------------------------|-------------------|--------------------------|-----------------------|----------------|
+| [`mono_640x192`](https://www.dropbox.com/s/vwqzo60c8lh76bp/mono_640x192.zip?dl=1)          | Mono              | 640 x 192                | 0.115                 | 0.877          |
+| [`stereo_640x192`](https://www.dropbox.com/s/677tw1sdbhj18qk/stereo_640x192.zip?dl=1)        | Stereo            | 640 x 192                | 0.109                 | 0.864          |
+| [`mono+stereo_640x192`](https://www.dropbox.com/s/fvrkipsvbtbk6bw/mono%2Bstereo_640x192.zip?dl=1)   | Mono + Stereo     | 640 x 192                | 0.106                 | 0.874          |
+| [`mono_1024x320`](https://www.dropbox.com/s/nt1sripjmvalivn/mono_1024x320.zip?dl=1)         | Mono              | 1024 x 320               | 0.115                 | 0.879          |
+| [`stereo_1024x320`](https://www.dropbox.com/s/waph78vw4ciw2b2/stereo_1024x320.zip?dl=1)       | Stereo            | 1024 x 320               | 0.107                 | 0.874          |
+| [`mono+stereo_1024x320`](https://www.dropbox.com/s/lfj7tw6k3wh22h4/mono%2Bstereo_1024x320.zip?dl=1)  | Mono + Stereo     | 1024 x 320               | 0.106                 | 0.876          |
+
+
+## 💾 KITTI training data
+
+You can download the entire [raw KITTI dataset](http://www.cvlibs.net/datasets/kitti/raw_data.php) by running:
+```shell
+wget -i splits/kitti_archives_to_download.txt -P kitti_data/
+```
+Then unzip with
+```shell
+cd kitti_data
+unzip "*.zip"
+cd ..
+```
+**Warning:** it weighs about **175GB**, so make sure you have enough space to unzip too!
+
+Our default settings expect that you have converted the png images to jpeg with this command, **which also deletes the raw KITTI `.png` files**:
+```shell
+find kitti_data/ -name '*.png' | parallel 'convert -quality 92 -sampling-factor 2x2,1x1,1x1 {.}.png {.}.jpg && rm {}'
+```
+**or** you can skip this conversion step and train from raw png files by adding the flag `--png` when training, at the expense of slower load times.
+
+The above conversion command creates images which match our experiments, where KITTI `.png` images were converted to `.jpg` on Ubuntu 16.04 with default chroma subsampling `2x2,1x1,1x1`.
+We found that Ubuntu 18.04 defaults to `2x2,2x2,2x2`, which gives different results, hence the explicit parameter in the conversion command.
+
+You can also place the KITTI dataset wherever you like and point towards it with the `--data_path` flag during training and evaluation.
+
+**Splits**
+
+The train/test/validation splits are defined in the `splits/` folder.
+By default, the code will train a depth model using [Zhou's subset](https://github.com/tinghuiz/SfMLearner) of the standard Eigen split of KITTI, which is designed for monocular training.
+You can also train a model using the new [benchmark split](http://www.cvlibs.net/datasets/kitti/eval_depth.php?benchmark=depth_prediction) or the [odometry split](http://www.cvlibs.net/datasets/kitti/eval_odometry.php) by setting the `--split` flag.
+
+
+**Custom dataset**
+
+You can train on a custom monocular or stereo dataset by writing a new dataloader class which inherits from `MonoDataset` – see the `KITTIDataset` class in `datasets/kitti_dataset.py` for an example.
+
+
+## ⏳ Training
+
+By default models and tensorboard event files are saved to `~/tmp/<model_name>`.
+This can be changed with the `--log_dir` flag.
+
+
+**Monocular training:**
+```shell
+python train.py --model_name mono_model
+```
+
+**Stereo training:**
+
+Our code defaults to using Zhou's subsampled Eigen training data. For stereo-only training we have to specify that we want to use the full Eigen training set – see paper for details.
+```shell
+python train.py --model_name stereo_model \
+  --frame_ids 0 --use_stereo --split eigen_full
+```
+
+**Monocular + stereo training:**
+```shell
+python train.py --model_name mono+stereo_model \
+  --frame_ids 0 -1 1 --use_stereo
+```
+
+
+### GPUs
+
+The code can only be run on a single GPU.
+You can specify which GPU to use with the `CUDA_VISIBLE_DEVICES` environment variable:
+```shell
+CUDA_VISIBLE_DEVICES=2 python train.py --model_name mono_model
+```
+
+All our experiments were performed on a single NVIDIA Titan Xp.
+
+| Training modality | Approximate GPU memory  | Approximate training time   |
+|-------------------|-------------------------|-----------------------------|
+| Mono              | 9GB                     | 12 hours                    |
+| Stereo            | 6GB                     | 8 hours                     |
+| Mono + Stereo     | 11GB                    | 15 hours                    |
+
+
+
+### 💽 Finetuning a pretrained model
+
+Add the following to the training command to load an existing model for finetuning:
+```shell
+python train.py --model_name finetuned_mono --load_weights_folder ~/tmp/mono_model/models/weights_19
+```
+
+
+### 🔧 Other training options
+
+Run `python train.py -h` (or look at `options.py`) to see the range of other training options, such as learning rates and ablation settings.
+
+
+## 📊 KITTI evaluation
+
+To prepare the ground truth depth maps run:
+```shell
+python export_gt_depth.py --data_path kitti_data --split eigen
+python export_gt_depth.py --data_path kitti_data --split eigen_benchmark
+```
+...assuming that you have placed the KITTI dataset in the default location of `./kitti_data/`.
+
+The following example command evaluates the epoch 19 weights of a model named `mono_model`:
+```shell
+python evaluate_depth.py --load_weights_folder ~/tmp/mono_model/models/weights_19/ --eval_mono
+```
+For stereo models, you must use the `--eval_stereo` flag (see note below):
+```shell
+python evaluate_depth.py --load_weights_folder ~/tmp/stereo_model/models/weights_19/ --eval_stereo
+```
+If you train your own model with our code you are likely to see slight differences to the publication results due to randomization in the weights initialization and data loading.
+
+An additional parameter `--eval_split` can be set.
+The three different values possible for `eval_split` are explained here:
+
+| `--eval_split`        | Test set size | For models trained with... | Description  |
+|-----------------------|---------------|----------------------------|--------------|
+| **`eigen`**           | 697           | `--split eigen_zhou` (default) or `--split eigen_full` | The standard Eigen test files |
+| **`eigen_benchmark`** | 652           | `--split eigen_zhou` (default) or `--split eigen_full`  | Evaluate with the improved ground truth from the [new KITTI depth benchmark](http://www.cvlibs.netasets/kitti/eval_depth.php?ark=depth_prediction) |
+| **`benchmark`**       | 500           | `--split benchmark`        | The [new KITTI depth benchmark](http://www.cvlibs.net/datasets/kitti/eval_depth.php?benchmark=depth_prediction) test files. |
+
+Because no ground truth is available for the new KITTI depth benchmark, no scores will be reported  when `--eval_split benchmark` is set.
+Instead, a set of `.png` images will be saved to disk ready for upload to the evaluation server.
+
+
+**External disparities evaluation**
+
+Finally you can also use `evaluate_depth.py` to evaluate raw disparities (or inverse depth) from other methods by using the `--ext_disp_to_eval` flag:
+
+```shell
+python evaluate_depth.py --ext_disp_to_eval ~/other_method_disp.npy
+```
+
+
+**📷📷 Note on stereo evaluation**
+
+Our stereo models are trained with an effective baseline of `0.1` units, while the actual KITTI stereo rig has a baseline of `0.54m`. This means a scaling of `5.4` must be applied for evaluation.
+In addition, for models trained with stereo supervision we disable median scaling.
+Setting the `--eval_stereo` flag when evaluating will automatically disable median scaling and scale predicted depths by `5.4`.
+
+
+**⤴️⤵️ Odometry evaluation**
+
+We include code for evaluating poses predicted by models trained with `--split odom`.
+
+For this evaluation, the [KITTI odometry dataset](http://www.cvlibs.net/datasets/kitti/eval_odometry.php) **(color, 65GB)** and **ground truth poses** zip files must be downloaded.
+As above, we assume that the pngs have been converted to jpgs.
+
+If this data has been unzipped to folder `kitti_odom`, a model can be evaluated with:
+```shell
+python evaluate_pose.py --eval_split odom_9 --load_weights_folder ./odom_split.M/models/weights_29 --data_path kitti_odom/
+python evaluate_pose.py --eval_split odom_10 --load_weights_folder ./odom_split.M/models/weights_29 --data_path kitti_odom/
+```
+
+
+## 📦 Precomputed results
+
+You can download our precomputed disparity predictions from the following links:
+
+
+| Training modality | Input size  | `.npy` filesize | Eigen disparities                                                                             |
+|-------------------|-------------|-----------------|-----------------------------------------------------------------------------------------------|
+| Mono              | 640 x 192   | 343 MB          | [Download 🔗](https://www.dropbox.com/s/fygn3n4xa6dcbch/mono_640x192_eigen.npy?dl=1)           |
+| Stereo            | 640 x 192   | 343 MB          | [Download 🔗](https://www.dropbox.com/s/u18u5kfwbz856e1/stereo_640x192_eigen.npy?dl=1)         |
+| Mono + Stereo     | 640 x 192   | 343 MB          | [Download 🔗](https://www.dropbox.com/s/ypom4fofkdrcswq/mono%2Bstereo_640x192_eigen.npy?dl=1)  |
+| Mono              | 1024 x 320  | 914 MB          | [Download 🔗](https://www.dropbox.com/s/g9ybl2tap75va40/mono_1024x320_eigen.npy?dl=1)          |
+| Stereo            | 1024 x 320  | 914 MB          | [Download 🔗](https://www.dropbox.com/s/p4m0i89jvdr2xz3/stereo_1024x320_eigen.npy?dl=1)        |
+| Mono + Stereo     | 1024 x 320  | 914 MB          | [Download 🔗](https://www.dropbox.com/s/kjri31d8bpiowxs/mono%2Bstereo_1024x320_eigen.npy?dl=1) |
+
+
+
+## 👩‍⚖️ License
+Copyright © Niantic, Inc. 2019. Patent Pending.
+All rights reserved.
+Please see the [license file](LICENSE) for terms.
diff --git a/deps/monodepth2/assets/copyright_notice.txt b/deps/monodepth2/assets/copyright_notice.txt
new file mode 100644
index 0000000..d318392
--- /dev/null
+++ b/deps/monodepth2/assets/copyright_notice.txt
@@ -0,0 +1,5 @@
+The image test_image.jpg is a modified (cropped) version of the original image which can be found at:
+https://www.flickr.com/photos/31176607@N05/44108158051/in/faves-41364765@N06/
+
+This image was licensed under the creative commons 2.0 CC BY 2.0 licence.
+https://creativecommons.org/licenses/by/2.0/
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diff --git a/deps/monodepth2/datasets/__init__.py b/deps/monodepth2/datasets/__init__.py
new file mode 100644
index 0000000..5b91734
--- /dev/null
+++ b/deps/monodepth2/datasets/__init__.py
@@ -0,0 +1 @@
+from .kitti_dataset import KITTIRAWDataset, KITTIOdomDataset, KITTIDepthDataset
diff --git a/deps/monodepth2/datasets/kitti_dataset.py b/deps/monodepth2/datasets/kitti_dataset.py
new file mode 100644
index 0000000..4dac463
--- /dev/null
+++ b/deps/monodepth2/datasets/kitti_dataset.py
@@ -0,0 +1,128 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import os
+import scipy.misc
+import numpy as np
+import PIL.Image as pil
+
+from kitti_utils import generate_depth_map
+from .mono_dataset import MonoDataset
+
+
+class KITTIDataset(MonoDataset):
+    """Superclass for different types of KITTI dataset loaders
+    """
+    def __init__(self, *args, **kwargs):
+        super(KITTIDataset, self).__init__(*args, **kwargs)
+
+        self.K = np.array([[0.58, 0, 0.5, 0],
+                           [0, 1.92, 0.5, 0],
+                           [0, 0, 1, 0],
+                           [0, 0, 0, 1]], dtype=np.float32)
+
+        self.full_res_shape = (1242, 375)
+        self.side_map = {"2": 2, "3": 3, "l": 2, "r": 3}
+
+    def check_depth(self):
+        line = self.filenames[0].split()
+        scene_name = line[0]
+        frame_index = int(line[1])
+
+        velo_filename = os.path.join(
+            self.data_path,
+            scene_name,
+            "velodyne_points/data/{:010d}.bin".format(int(frame_index)))
+
+        return os.path.isfile(velo_filename)
+
+    def get_color(self, folder, frame_index, side, do_flip):
+        color = self.loader(self.get_image_path(folder, frame_index, side))
+
+        if do_flip:
+            color = color.transpose(pil.FLIP_LEFT_RIGHT)
+
+        return color
+
+
+class KITTIRAWDataset(KITTIDataset):
+    """KITTI dataset which loads the original velodyne depth maps for ground truth
+    """
+    def __init__(self, *args, **kwargs):
+        super(KITTIRAWDataset, self).__init__(*args, **kwargs)
+
+    def get_image_path(self, folder, frame_index, side):
+        f_str = "{:010d}{}".format(frame_index, self.img_ext)
+        image_path = os.path.join(
+            self.data_path, folder, "image_0{}/data".format(self.side_map[side]), f_str)
+        return image_path
+
+    def get_depth(self, folder, frame_index, side, do_flip):
+        calib_path = os.path.join(self.data_path, folder.split("/")[0])
+
+        velo_filename = os.path.join(
+            self.data_path,
+            folder,
+            "velodyne_points/data/{:010d}.bin".format(int(frame_index)))
+
+        depth_gt = generate_depth_map(calib_path, velo_filename, self.side_map[side])
+        depth_gt = scipy.misc.imresize(depth_gt, self.full_res_shape[::-1], "nearest")
+
+        if do_flip:
+            depth_gt = np.fliplr(depth_gt)
+
+        return depth_gt
+
+
+class KITTIOdomDataset(KITTIDataset):
+    """KITTI dataset for odometry training and testing
+    """
+    def __init__(self, *args, **kwargs):
+        super(KITTIOdomDataset, self).__init__(*args, **kwargs)
+
+    def get_image_path(self, folder, frame_index, side):
+        f_str = "{:06d}{}".format(frame_index, self.img_ext)
+        image_path = os.path.join(
+            self.data_path,
+            "sequences/{:02d}".format(int(folder)),
+            "image_{}".format(self.side_map[side]),
+            f_str)
+        return image_path
+
+
+class KITTIDepthDataset(KITTIDataset):
+    """KITTI dataset which uses the updated ground truth depth maps
+    """
+    def __init__(self, *args, **kwargs):
+        super(KITTIDepthDataset, self).__init__(*args, **kwargs)
+
+    def get_image_path(self, folder, frame_index, side):
+        f_str = "{:010d}{}".format(frame_index, self.img_ext)
+        image_path = os.path.join(
+            self.data_path,
+            folder,
+            "image_0{}/data".format(self.side_map[side]),
+            f_str)
+        return image_path
+
+    def get_depth(self, folder, frame_index, side, do_flip):
+        f_str = "{:010d}.png".format(frame_index)
+        depth_path = os.path.join(
+            self.data_path,
+            folder,
+            "proj_depth/groundtruth/image_0{}".format(self.side_map[side]),
+            f_str)
+
+        depth_gt = pil.open(depth_path)
+        depth_gt = depth_gt.resize(self.full_res_shape, pil.NEAREST)
+        depth_gt = np.array(depth_gt).astype(np.float32) / 256
+
+        if do_flip:
+            depth_gt = np.fliplr(depth_gt)
+
+        return depth_gt
diff --git a/deps/monodepth2/datasets/mono_dataset.py b/deps/monodepth2/datasets/mono_dataset.py
new file mode 100644
index 0000000..4d890c0
--- /dev/null
+++ b/deps/monodepth2/datasets/mono_dataset.py
@@ -0,0 +1,206 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import os
+import random
+import numpy as np
+import copy
+from PIL import Image  # using pillow-simd for increased speed
+
+import torch
+import torch.utils.data as data
+from torchvision import transforms
+
+
+def pil_loader(path):
+    # open path as file to avoid ResourceWarning
+    # (https://github.com/python-pillow/Pillow/issues/835)
+    with open(path, 'rb') as f:
+        with Image.open(f) as img:
+            return img.convert('RGB')
+
+
+class MonoDataset(data.Dataset):
+    """Superclass for monocular dataloaders
+
+    Args:
+        data_path
+        filenames
+        height
+        width
+        frame_idxs
+        num_scales
+        is_train
+        img_ext
+    """
+    def __init__(self,
+                 data_path,
+                 filenames,
+                 height,
+                 width,
+                 frame_idxs,
+                 num_scales,
+                 is_train=False,
+                 img_ext='.jpg'):
+        super(MonoDataset, self).__init__()
+
+        self.data_path = data_path
+        self.filenames = filenames
+        self.height = height
+        self.width = width
+        self.num_scales = num_scales
+        self.interp = Image.ANTIALIAS
+
+        self.frame_idxs = frame_idxs
+
+        self.is_train = is_train
+        self.img_ext = img_ext
+
+        self.loader = pil_loader
+        self.to_tensor = transforms.ToTensor()
+
+        # Need to specify augmentations differently in pytorch 1.0 compared with 0.4
+        if int(torch.__version__.split('.')[0]) > 0:
+            self.brightness = (0.8, 1.2)
+            self.contrast = (0.8, 1.2)
+            self.saturation = (0.8, 1.2)
+            self.hue = (-0.1, 0.1)
+        else:
+            self.brightness = 0.2
+            self.contrast = 0.2
+            self.saturation = 0.2
+            self.hue = 0.1
+
+        self.resize = {}
+        for i in range(self.num_scales):
+            s = 2 ** i
+            self.resize[i] = transforms.Resize((self.height // s, self.width // s),
+                                               interpolation=self.interp)
+
+        self.load_depth = self.check_depth()
+
+    def preprocess(self, inputs, color_aug):
+        """Resize colour images to the required scales and augment if required
+
+        We create the color_aug object in advance and apply the same augmentation to all
+        images in this item. This ensures that all images input to the pose network receive the
+        same augmentation.
+        """
+        for k in list(inputs):
+            frame = inputs[k]
+            if "color" in k:
+                n, im, i = k
+                for i in range(self.num_scales):
+                    inputs[(n, im, i)] = self.resize[i](inputs[(n, im, i - 1)])
+
+        for k in list(inputs):
+            f = inputs[k]
+            if "color" in k:
+                n, im, i = k
+                inputs[(n, im, i)] = self.to_tensor(f)
+                inputs[(n + "_aug", im, i)] = self.to_tensor(color_aug(f))
+
+    def __len__(self):
+        return len(self.filenames)
+
+    def __getitem__(self, index):
+        """Returns a single training item from the dataset as a dictionary.
+
+        Values correspond to torch tensors.
+        Keys in the dictionary are either strings or tuples:
+
+            ("color", <frame_id>, <scale>)          for raw colour images,
+            ("color_aug", <frame_id>, <scale>)      for augmented colour images,
+            ("K", scale) or ("inv_K", scale)        for camera intrinsics,
+            "stereo_T"                              for camera extrinsics, and
+            "depth_gt"                              for ground truth depth maps.
+
+        <frame_id> is either:
+            an integer (e.g. 0, -1, or 1) representing the temporal step relative to 'index',
+        or
+            "s" for the opposite image in the stereo pair.
+
+        <scale> is an integer representing the scale of the image relative to the fullsize image:
+            -1      images at native resolution as loaded from disk
+            0       images resized to (self.width,      self.height     )
+            1       images resized to (self.width // 2, self.height // 2)
+            2       images resized to (self.width // 4, self.height // 4)
+            3       images resized to (self.width // 8, self.height // 8)
+        """
+        inputs = {}
+
+        do_color_aug = self.is_train and random.random() > 0.5
+        do_flip = self.is_train and random.random() > 0.5
+
+        line = self.filenames[index].split()
+        folder = line[0]
+
+        if len(line) == 3:
+            frame_index = int(line[1])
+        else:
+            frame_index = 0
+
+        if len(line) == 3:
+            side = line[2]
+        else:
+            side = None
+
+        for i in self.frame_idxs:
+            if i == "s":
+                other_side = {"r": "l", "l": "r"}[side]
+                inputs[("color", i, -1)] = self.get_color(folder, frame_index, other_side, do_flip)
+            else:
+                inputs[("color", i, -1)] = self.get_color(folder, frame_index + i, side, do_flip)
+
+        # adjusting intrinsics to match each scale in the pyramid
+        for scale in range(self.num_scales):
+            K = self.K.copy()
+
+            K[0, :] *= self.width // (2 ** scale)
+            K[1, :] *= self.height // (2 ** scale)
+
+            inv_K = np.linalg.pinv(K)
+
+            inputs[("K", scale)] = torch.from_numpy(K)
+            inputs[("inv_K", scale)] = torch.from_numpy(inv_K)
+
+        if do_color_aug:
+            color_aug = transforms.ColorJitter.get_params(
+                self.brightness, self.contrast, self.saturation, self.hue)
+        else:
+            color_aug = (lambda x: x)
+
+        self.preprocess(inputs, color_aug)
+
+        for i in self.frame_idxs:
+            del inputs[("color", i, -1)]
+            del inputs[("color_aug", i, -1)]
+
+        if self.load_depth:
+            depth_gt = self.get_depth(folder, frame_index, side, do_flip)
+            inputs["depth_gt"] = np.expand_dims(depth_gt, 0)
+            inputs["depth_gt"] = torch.from_numpy(inputs["depth_gt"].astype(np.float32))
+
+        if "s" in self.frame_idxs:
+            stereo_T = np.eye(4, dtype=np.float32)
+            baseline_sign = -1 if do_flip else 1
+            side_sign = -1 if side == "l" else 1
+            stereo_T[0, 3] = side_sign * baseline_sign * 0.1
+
+            inputs["stereo_T"] = torch.from_numpy(stereo_T)
+
+        return inputs
+
+    def get_color(self, folder, frame_index, side, do_flip):
+        raise NotImplementedError
+
+    def check_depth(self):
+        raise NotImplementedError
+
+    def get_depth(self, folder, frame_index, side, do_flip):
+        raise NotImplementedError
diff --git a/deps/monodepth2/depth_prediction_example.ipynb b/deps/monodepth2/depth_prediction_example.ipynb
new file mode 100644
index 0000000..252d325
--- /dev/null
+++ b/deps/monodepth2/depth_prediction_example.ipynb
@@ -0,0 +1,199 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Example prediction on a single test image\n",
+    "\n",
+    "This notebook gives example code to make a single disparity prediction for one test image.\n",
+    "\n",
+    "The file `test_simple.py` shows a more complete version of this code, which additionally:\n",
+    "- Can run on GPU or CPU (this notebook only runs on CPU)\n",
+    "- Can predict for a whole folder of images, not just a single image\n",
+    "- Saves predictions to `.npy` files and disparity images."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from __future__ import absolute_import, division, print_function\n",
+    "%matplotlib inline\n",
+    "\n",
+    "import os\n",
+    "import numpy as np\n",
+    "import PIL.Image as pil\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import torch\n",
+    "from torchvision import transforms\n",
+    "\n",
+    "import networks\n",
+    "from utils import download_model_if_doesnt_exist"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Setting up network and loading weights"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Downloading pretrained model to models/mono_192x640.zip\n",
+      "Unzipping model...\n",
+      "Model unzipped to models/mono_192x640\n"
+     ]
+    }
+   ],
+   "source": [
+    "model_name = \"mono_192x640\"\n",
+    "\n",
+    "download_model_if_doesnt_exist(model_name)\n",
+    "encoder_path = os.path.join(\"models\", model_name, \"encoder.pth\")\n",
+    "depth_decoder_path = os.path.join(\"models\", model_name, \"depth.pth\")\n",
+    "\n",
+    "# LOADING PRETRAINED MODEL\n",
+    "encoder = networks.ResnetEncoder(18, False)\n",
+    "depth_decoder = networks.DepthDecoder(num_ch_enc=encoder.num_ch_enc, scales=range(4))\n",
+    "\n",
+    "loaded_dict_enc = torch.load(encoder_path, map_location='cpu')\n",
+    "filtered_dict_enc = {k: v for k, v in loaded_dict_enc.items() if k in encoder.state_dict()}\n",
+    "encoder.load_state_dict(filtered_dict_enc)\n",
+    "\n",
+    "loaded_dict = torch.load(depth_decoder_path, map_location='cpu')\n",
+    "depth_decoder.load_state_dict(loaded_dict)\n",
+    "\n",
+    "encoder.eval()\n",
+    "depth_decoder.eval();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Loading the test image and preprocessing"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "image_path = \"assets/test_image.jpg\"\n",
+    "\n",
+    "input_image = pil.open(image_path).convert('RGB')\n",
+    "original_width, original_height = input_image.size\n",
+    "\n",
+    "feed_height = loaded_dict_enc['height']\n",
+    "feed_width = loaded_dict_enc['width']\n",
+    "input_image_resized = input_image.resize((feed_width, feed_height), pil.LANCZOS)\n",
+    "\n",
+    "input_image_pytorch = transforms.ToTensor()(input_image_resized).unsqueeze(0)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Prediction using the PyTorch model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "with torch.no_grad():\n",
+    "    features = encoder(input_image_pytorch)\n",
+    "    outputs = depth_decoder(features)\n",
+    "\n",
+    "disp = outputs[(\"disp\", 0)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plotting"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "disp_resized = torch.nn.functional.interpolate(disp,\n",
+    "    (original_height, original_width), mode=\"bilinear\", align_corners=False)\n",
+    "\n",
+    "# Saving colormapped depth image\n",
+    "disp_resized_np = disp_resized.squeeze().cpu().numpy()\n",
+    "vmax = np.percentile(disp_resized_np, 95)\n",
+    "\n",
+    "plt.figure(figsize=(10, 10))\n",
+    "plt.subplot(211)\n",
+    "plt.imshow(input_image)\n",
+    "plt.title(\"Input\", fontsize=22)\n",
+    "plt.axis('off')\n",
+    "\n",
+    "plt.subplot(212)\n",
+    "plt.imshow(disp_resized_np, cmap='magma', vmax=vmax)\n",
+    "plt.title(\"Disparity prediction\", fontsize=22)\n",
+    "plt.axis('off');"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/deps/monodepth2/evaluate_depth.py b/deps/monodepth2/evaluate_depth.py
new file mode 100644
index 0000000..7746ef9
--- /dev/null
+++ b/deps/monodepth2/evaluate_depth.py
@@ -0,0 +1,230 @@
+from __future__ import absolute_import, division, print_function
+
+import os
+import cv2
+import numpy as np
+
+import torch
+from torch.utils.data import DataLoader
+
+from layers import disp_to_depth
+from utils import readlines
+from options import MonodepthOptions
+import datasets
+import networks
+
+cv2.setNumThreads(0)  # This speeds up evaluation 5x on our unix systems (OpenCV 3.3.1)
+
+
+splits_dir = os.path.join(os.path.dirname(__file__), "splits")
+
+# Models which were trained with stereo supervision were trained with a nominal
+# baseline of 0.1 units. The KITTI rig has a baseline of 54cm. Therefore,
+# to convert our stereo predictions to real-world scale we multiply our depths by 5.4.
+STEREO_SCALE_FACTOR = 5.4
+
+
+def compute_errors(gt, pred):
+    """Computation of error metrics between predicted and ground truth depths
+    """
+    thresh = np.maximum((gt / pred), (pred / gt))
+    a1 = (thresh < 1.25     ).mean()
+    a2 = (thresh < 1.25 ** 2).mean()
+    a3 = (thresh < 1.25 ** 3).mean()
+
+    rmse = (gt - pred) ** 2
+    rmse = np.sqrt(rmse.mean())
+
+    rmse_log = (np.log(gt) - np.log(pred)) ** 2
+    rmse_log = np.sqrt(rmse_log.mean())
+
+    abs_rel = np.mean(np.abs(gt - pred) / gt)
+
+    sq_rel = np.mean(((gt - pred) ** 2) / gt)
+
+    return abs_rel, sq_rel, rmse, rmse_log, a1, a2, a3
+
+
+def batch_post_process_disparity(l_disp, r_disp):
+    """Apply the disparity post-processing method as introduced in Monodepthv1
+    """
+    _, h, w = l_disp.shape
+    m_disp = 0.5 * (l_disp + r_disp)
+    l, _ = np.meshgrid(np.linspace(0, 1, w), np.linspace(0, 1, h))
+    l_mask = (1.0 - np.clip(20 * (l - 0.05), 0, 1))[None, ...]
+    r_mask = l_mask[:, :, ::-1]
+    return r_mask * l_disp + l_mask * r_disp + (1.0 - l_mask - r_mask) * m_disp
+
+
+def evaluate(opt):
+    """Evaluates a pretrained model using a specified test set
+    """
+    MIN_DEPTH = 1e-3
+    MAX_DEPTH = 80
+
+    assert sum((opt.eval_mono, opt.eval_stereo)) == 1, \
+        "Please choose mono or stereo evaluation by setting either --eval_mono or --eval_stereo"
+
+    if opt.ext_disp_to_eval is None:
+
+        opt.load_weights_folder = os.path.expanduser(opt.load_weights_folder)
+
+        assert os.path.isdir(opt.load_weights_folder), \
+            "Cannot find a folder at {}".format(opt.load_weights_folder)
+
+        print("-> Loading weights from {}".format(opt.load_weights_folder))
+
+        filenames = readlines(os.path.join(splits_dir, opt.eval_split, "test_files.txt"))
+        encoder_path = os.path.join(opt.load_weights_folder, "encoder.pth")
+        decoder_path = os.path.join(opt.load_weights_folder, "depth.pth")
+
+        encoder_dict = torch.load(encoder_path)
+
+        dataset = datasets.KITTIRAWDataset(opt.data_path, filenames,
+                                           encoder_dict['height'], encoder_dict['width'],
+                                           [0], 4, is_train=False)
+        dataloader = DataLoader(dataset, 16, shuffle=False, num_workers=opt.num_workers,
+                                pin_memory=True, drop_last=False)
+
+        encoder = networks.ResnetEncoder(opt.num_layers, False)
+        depth_decoder = networks.DepthDecoder(encoder.num_ch_enc)
+
+        model_dict = encoder.state_dict()
+        encoder.load_state_dict({k: v for k, v in encoder_dict.items() if k in model_dict})
+        depth_decoder.load_state_dict(torch.load(decoder_path))
+
+        encoder.cuda()
+        encoder.eval()
+        depth_decoder.cuda()
+        depth_decoder.eval()
+
+        pred_disps = []
+
+        print("-> Computing predictions with size {}x{}".format(
+            encoder_dict['width'], encoder_dict['height']))
+
+        with torch.no_grad():
+            for data in dataloader:
+                input_color = data[("color", 0, 0)].cuda()
+
+                if opt.post_process:
+                    # Post-processed results require each image to have two forward passes
+                    input_color = torch.cat((input_color, torch.flip(input_color, [3])), 0)
+
+                output = depth_decoder(encoder(input_color))
+
+                pred_disp, _ = disp_to_depth(output[("disp", 0)], opt.min_depth, opt.max_depth)
+                pred_disp = pred_disp.cpu()[:, 0].numpy()
+
+                if opt.post_process:
+                    N = pred_disp.shape[0] // 2
+                    pred_disp = batch_post_process_disparity(pred_disp[:N], pred_disp[N:, :, ::-1])
+
+                pred_disps.append(pred_disp)
+
+        pred_disps = np.concatenate(pred_disps)
+
+    else:
+        # Load predictions from file
+        print("-> Loading predictions from {}".format(opt.ext_disp_to_eval))
+        pred_disps = np.load(opt.ext_disp_to_eval)
+
+        if opt.eval_eigen_to_benchmark:
+            eigen_to_benchmark_ids = np.load(
+                os.path.join(splits_dir, "benchmark", "eigen_to_benchmark_ids.npy"))
+
+            pred_disps = pred_disps[eigen_to_benchmark_ids]
+
+    if opt.save_pred_disps:
+        output_path = os.path.join(
+            opt.load_weights_folder, "disps_{}_split.npy".format(opt.eval_split))
+        print("-> Saving predicted disparities to ", output_path)
+        np.save(output_path, pred_disps)
+
+    if opt.no_eval:
+        print("-> Evaluation disabled. Done.")
+        quit()
+
+    elif opt.eval_split == 'benchmark':
+        save_dir = os.path.join(opt.load_weights_folder, "benchmark_predictions")
+        print("-> Saving out benchmark predictions to {}".format(save_dir))
+        if not os.path.exists(save_dir):
+            os.makedirs(save_dir)
+
+        for idx in range(len(pred_disps)):
+            disp_resized = cv2.resize(pred_disps[idx], (1216, 352))
+            depth = STEREO_SCALE_FACTOR / disp_resized
+            depth = np.clip(depth, 0, 80)
+            depth = np.uint16(depth * 256)
+            save_path = os.path.join(save_dir, "{:010d}.png".format(idx))
+            cv2.imwrite(save_path, depth)
+
+        print("-> No ground truth is available for the KITTI benchmark, so not evaluating. Done.")
+        quit()
+
+    gt_path = os.path.join(splits_dir, opt.eval_split, "gt_depths.npz")
+    gt_depths = np.load(gt_path, fix_imports=True, encoding='latin1')["data"]
+
+    print("-> Evaluating")
+
+    if opt.eval_stereo:
+        print("   Stereo evaluation - "
+              "disabling median scaling, scaling by {}".format(STEREO_SCALE_FACTOR))
+        opt.disable_median_scaling = True
+        opt.pred_depth_scale_factor = STEREO_SCALE_FACTOR
+    else:
+        print("   Mono evaluation - using median scaling")
+
+    errors = []
+    ratios = []
+
+    for i in range(pred_disps.shape[0]):
+
+        gt_depth = gt_depths[i]
+        gt_height, gt_width = gt_depth.shape[:2]
+
+        pred_disp = pred_disps[i]
+        pred_disp = cv2.resize(pred_disp, (gt_width, gt_height))
+        pred_depth = 1 / pred_disp
+
+        if opt.eval_split == "eigen":
+            mask = np.logical_and(gt_depth > MIN_DEPTH, gt_depth < MAX_DEPTH)
+
+            crop = np.array([0.40810811 * gt_height, 0.99189189 * gt_height,
+                             0.03594771 * gt_width,  0.96405229 * gt_width]).astype(np.int32)
+            crop_mask = np.zeros(mask.shape)
+            crop_mask[crop[0]:crop[1], crop[2]:crop[3]] = 1
+            mask = np.logical_and(mask, crop_mask)
+
+        else:
+            mask = gt_depth > 0
+
+        pred_depth = pred_depth[mask]
+        gt_depth = gt_depth[mask]
+
+        pred_depth *= opt.pred_depth_scale_factor
+        if not opt.disable_median_scaling:
+            ratio = np.median(gt_depth) / np.median(pred_depth)
+            ratios.append(ratio)
+            pred_depth *= ratio
+
+        pred_depth[pred_depth < MIN_DEPTH] = MIN_DEPTH
+        pred_depth[pred_depth > MAX_DEPTH] = MAX_DEPTH
+
+        errors.append(compute_errors(gt_depth, pred_depth))
+
+    if not opt.disable_median_scaling:
+        ratios = np.array(ratios)
+        med = np.median(ratios)
+        print(" Scaling ratios | med: {:0.3f} | std: {:0.3f}".format(med, np.std(ratios / med)))
+
+    mean_errors = np.array(errors).mean(0)
+
+    print("\n  " + ("{:>8} | " * 7).format("abs_rel", "sq_rel", "rmse", "rmse_log", "a1", "a2", "a3"))
+    print(("&{: 8.3f}  " * 7).format(*mean_errors.tolist()) + "\\\\")
+    print("\n-> Done!")
+
+
+if __name__ == "__main__":
+    options = MonodepthOptions()
+    evaluate(options.parse())
diff --git a/deps/monodepth2/evaluate_pose.py b/deps/monodepth2/evaluate_pose.py
new file mode 100644
index 0000000..4b852a0
--- /dev/null
+++ b/deps/monodepth2/evaluate_pose.py
@@ -0,0 +1,134 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import os
+import numpy as np
+
+import torch
+from torch.utils.data import DataLoader
+
+from layers import transformation_from_parameters
+from utils import readlines
+from options import MonodepthOptions
+from datasets import KITTIOdomDataset
+import networks
+
+
+# from https://github.com/tinghuiz/SfMLearner
+def dump_xyz(source_to_target_transformations):
+    xyzs = []
+    cam_to_world = np.eye(4)
+    xyzs.append(cam_to_world[:3, 3])
+    for source_to_target_transformation in source_to_target_transformations:
+        cam_to_world = np.dot(cam_to_world, source_to_target_transformation)
+        xyzs.append(cam_to_world[:3, 3])
+    return xyzs
+
+
+# from https://github.com/tinghuiz/SfMLearner
+def compute_ate(gtruth_xyz, pred_xyz_o):
+
+    # Make sure that the first matched frames align (no need for rotational alignment as
+    # all the predicted/ground-truth snippets have been converted to use the same coordinate
+    # system with the first frame of the snippet being the origin).
+    offset = gtruth_xyz[0] - pred_xyz_o[0]
+    pred_xyz = pred_xyz_o + offset[None, :]
+
+    # Optimize the scaling factor
+    scale = np.sum(gtruth_xyz * pred_xyz) / np.sum(pred_xyz ** 2)
+    alignment_error = pred_xyz * scale - gtruth_xyz
+    rmse = np.sqrt(np.sum(alignment_error ** 2)) / gtruth_xyz.shape[0]
+    return rmse
+
+
+def evaluate(opt):
+    """Evaluate odometry on the KITTI dataset
+    """
+    assert os.path.isdir(opt.load_weights_folder), \
+        "Cannot find a folder at {}".format(opt.load_weights_folder)
+
+    assert opt.eval_split == "odom_9" or opt.eval_split == "odom_10", \
+        "eval_split should be either odom_9 or odom_10"
+
+    sequence_id = int(opt.eval_split.split("_")[1])
+
+    filenames = readlines(
+        os.path.join(os.path.dirname(__file__), "splits", "odom",
+                     "test_files_{:02d}.txt".format(sequence_id)))
+
+    dataset = KITTIOdomDataset(opt.data_path, filenames, opt.height, opt.width,
+                               [0, 1], 4, is_train=False)
+    dataloader = DataLoader(dataset, opt.batch_size, shuffle=False,
+                            num_workers=opt.num_workers, pin_memory=True, drop_last=False)
+
+    pose_encoder_path = os.path.join(opt.load_weights_folder, "pose_encoder.pth")
+    pose_decoder_path = os.path.join(opt.load_weights_folder, "pose.pth")
+
+    pose_encoder = networks.ResnetEncoder(opt.num_layers, False, 2)
+    pose_encoder.load_state_dict(torch.load(pose_encoder_path))
+
+    pose_decoder = networks.PoseDecoder(pose_encoder.num_ch_enc, 1, 2)
+    pose_decoder.load_state_dict(torch.load(pose_decoder_path))
+
+    pose_encoder.cuda()
+    pose_encoder.eval()
+    pose_decoder.cuda()
+    pose_decoder.eval()
+
+    pred_poses = []
+
+    print("-> Computing pose predictions")
+
+    opt.frame_ids = [0, 1]  # pose network only takes two frames as input
+
+    with torch.no_grad():
+        for inputs in dataloader:
+            for key, ipt in inputs.items():
+                inputs[key] = ipt.cuda()
+
+            all_color_aug = torch.cat([inputs[("color_aug", i, 0)] for i in opt.frame_ids], 1)
+
+            features = [pose_encoder(all_color_aug)]
+            axisangle, translation = pose_decoder(features)
+
+            pred_poses.append(
+                transformation_from_parameters(axisangle[:, 0], translation[:, 0]).cpu().numpy())
+
+    pred_poses = np.concatenate(pred_poses)
+
+    gt_poses_path = os.path.join(opt.data_path, "poses", "{:02d}.txt".format(sequence_id))
+    gt_global_poses = np.loadtxt(gt_poses_path).reshape(-1, 3, 4)
+    gt_global_poses = np.concatenate(
+        (gt_global_poses, np.zeros((gt_global_poses.shape[0], 1, 4))), 1)
+    gt_global_poses[:, 3, 3] = 1
+    gt_xyzs = gt_global_poses[:, :3, 3]
+
+    gt_local_poses = []
+    for i in range(1, len(gt_global_poses)):
+        gt_local_poses.append(
+            np.linalg.inv(np.dot(np.linalg.inv(gt_global_poses[i - 1]), gt_global_poses[i])))
+
+    ates = []
+    num_frames = gt_xyzs.shape[0]
+    track_length = 5
+    for i in range(0, num_frames - 1):
+        local_xyzs = np.array(dump_xyz(pred_poses[i:i + track_length - 1]))
+        gt_local_xyzs = np.array(dump_xyz(gt_local_poses[i:i + track_length - 1]))
+
+        ates.append(compute_ate(gt_local_xyzs, local_xyzs))
+
+    print("\n   Trajectory error: {:0.3f}, std: {:0.3f}\n".format(np.mean(ates), np.std(ates)))
+
+    save_path = os.path.join(opt.load_weights_folder, "poses.npy")
+    np.save(save_path, pred_poses)
+    print("-> Predictions saved to", save_path)
+
+
+if __name__ == "__main__":
+    options = MonodepthOptions()
+    evaluate(options.parse())
diff --git a/deps/monodepth2/experiments/mono+stereo_experiments.sh b/deps/monodepth2/experiments/mono+stereo_experiments.sh
new file mode 100755
index 0000000..ea527b2
--- /dev/null
+++ b/deps/monodepth2/experiments/mono+stereo_experiments.sh
@@ -0,0 +1,41 @@
+# Our standard mono+stereo model
+python ../train.py --model_name MS_640x192 \
+  --use_stereo --frame_ids 0 -1 1
+
+# Our low resolution mono+stereo model
+python ../train.py --model_name MS_416x128 \
+  --use_stereo --frame_ids 0 -1 1 \
+  --height 128 --width 416
+
+# Our high resolution mono+stereo model
+python ../train.py --model_name MS_1024x320 \
+  --use_stereo --frame_ids 0 -1 1 \
+  --height 320 --width 1024 \
+  --load_weights_folder ~/tmp/MS_640x192/models/weights_9 \
+  --num_epochs 5 --learning_rate 1e-5
+
+# Our standard mono+stereo model w/o pretraining
+python ../train.py --model_name MS_640x192_no_pt \
+  --use_stereo --frame_ids 0 -1 1 \
+  --weights_init scratch \
+  --num_epochs 30
+
+# Baseline mono+stereo model, i.e. ours with our contributions turned off
+python ../train.py --model_name MS_640x192_baseline \
+  --use_stereo --frame_ids 0 -1 1 \
+  --v1_multiscale --disable_automasking --avg_reprojection
+
+# Mono+stereo without full-res multiscale
+python ../train.py --model_name MS_640x192_no_full_res_ms \
+  --use_stereo --frame_ids 0 -1 1 \
+  --v1_multiscale
+
+# Mono+stereo without automasking
+python ../train.py --model_name MS_640x192_no_automasking \
+  --use_stereo --frame_ids 0 -1 1 \
+  --disable_automasking
+
+# Mono+stereo without min reproj
+python ../train.py --model_name MS_640x192_no_min_reproj \
+  --use_stereo --frame_ids 0 -1 1 \
+  --avg_reprojection
diff --git a/deps/monodepth2/experiments/mono_experiments.sh b/deps/monodepth2/experiments/mono_experiments.sh
new file mode 100755
index 0000000..2bbbf01
--- /dev/null
+++ b/deps/monodepth2/experiments/mono_experiments.sh
@@ -0,0 +1,37 @@
+# Our standard mono model
+python ../train.py --model_name M_640x192
+
+# Our low resolution mono model
+python ../train.py --model_name M_416x128 \
+  --height 128 --width 416
+
+# Our high resolution mono model
+python ../train.py --model_name M_1024x320 \
+  --height 320 --width 1024 \
+  --load_weights_folder ~/tmp/M_640x192/models/weights_9 \
+  --num_epochs 5 --learning_rate 1e-5
+
+# Our standard mono model w/o pretraining
+python ../train.py --model_name M_640x192_no_pt \
+  --weights_init scratch \
+  --num_epochs 30
+
+# Baseline mono model, i.e. ours with our contributions turned off
+python ../train.py --model_name M_640x192_baseline \
+  --v1_multiscale --disable_automasking --avg_reprojection
+
+# Mono without full-res multiscale
+python ../train.py --model_name M_640x192_no_full_res_ms \
+  --v1_multiscale
+
+# Mono without automasking
+python ../train.py --model_name M_640x192_no_automasking \
+  --disable_automasking
+
+# Mono without min reproj
+python ../train.py --model_name M_640x192_no_min_reproj \
+  --avg_reprojection
+
+# Mono with Zhou's masking scheme instead of ours
+python ../train.py --model_name M_640x192_zhou_masking \
+  --disable_automasking --zhou_mask
diff --git a/deps/monodepth2/experiments/odom_experiments.sh b/deps/monodepth2/experiments/odom_experiments.sh
new file mode 100755
index 0000000..3f74d65
--- /dev/null
+++ b/deps/monodepth2/experiments/odom_experiments.sh
@@ -0,0 +1,23 @@
+# A different kitti dataset is required for odometry training and evaluation.
+# This can be downloaded from http://www.cvlibs.net/datasets/kitti/eval_odometry.php
+# We assume this has been extraced to the folder ../kitti_data_odom
+
+# Standard mono odometry model.
+CUDA_VISIBLE_DEVICES=2 python ../train.py --model_name M_odom \
+  --split odom --dataset kitti_odom --data_path ../kitti_data_odom
+
+# Mono odometry model without Imagenet pretraining
+CUDA_VISIBLE_DEVICES=2 python ../train.py --model_name M_odom_no_pt \
+  --split odom --dataset kitti_odom --data_path ../kitti_data_odom \
+  --weights_init scratch --num_epochs 30
+
+# Mono + stereo odometry model
+CUDA_VISIBLE_DEVICES=2 python ../train.py --model_name MS_odom \
+  --split odom --dataset kitti_odom --data_path ../kitti_data_odom \
+  --use_stereo
+
+# Mono + stereo odometry model without Imagenet pretraining
+CUDA_VISIBLE_DEVICES=2 python ../train.py --model_name MS_odom_no_pt \
+  --split odom --dataset kitti_odom --data_path ../kitti_data_odom \
+  --use_stereo \
+  --weights_init scratch --num_epochs 30
diff --git a/deps/monodepth2/experiments/stereo_experiments.sh b/deps/monodepth2/experiments/stereo_experiments.sh
new file mode 100755
index 0000000..d1192a1
--- /dev/null
+++ b/deps/monodepth2/experiments/stereo_experiments.sh
@@ -0,0 +1,27 @@
+# Our standard stereo model
+python ../train.py --model_name S_640x192 \
+  --use_stereo --frame_ids 0 --split eigen_full
+
+# Our low resolution stereo model
+python ../train.py --model_name S_416x128 \
+  --use_stereo --frame_ids 0 --split eigen_full \
+  --height 128 --width 416
+
+# Our high resolution stereo model
+python ../train.py --model_name S_1024x320 \
+  --use_stereo --frame_ids 0 --split eigen_full \
+  --height 320 --width 1024 \
+  --load_weights_folder ~/tmp/S_640x192/models/weights_9 \
+  --models_to_load encoder depth \
+  --num_epochs 5 --learning_rate 1e-5
+
+# Our standard stereo model w/o pretraining
+python ../train.py --model_name S_640x192_no_pt \
+  --use_stereo --frame_ids 0 --split eigen_full \
+  --weights_init scratch \
+  --num_epochs 30
+
+# Baseline stereo model, i.e. ours with our contributions turned off
+python ../train.py --model_name S_640x192_baseline \
+  --use_stereo --frame_ids 0 --split eigen_full \
+  --v1_multiscale --disable_automasking
diff --git a/deps/monodepth2/export_gt_depth.py b/deps/monodepth2/export_gt_depth.py
new file mode 100644
index 0000000..4263b74
--- /dev/null
+++ b/deps/monodepth2/export_gt_depth.py
@@ -0,0 +1,65 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import os
+
+import argparse
+import numpy as np
+import PIL.Image as pil
+
+from utils import readlines
+from kitti_utils import generate_depth_map
+
+
+def export_gt_depths_kitti():
+
+    parser = argparse.ArgumentParser(description='export_gt_depth')
+
+    parser.add_argument('--data_path',
+                        type=str,
+                        help='path to the root of the KITTI data',
+                        required=True)
+    parser.add_argument('--split',
+                        type=str,
+                        help='which split to export gt from',
+                        required=True,
+                        choices=["eigen", "eigen_benchmark"])
+    opt = parser.parse_args()
+
+    split_folder = os.path.join(os.path.dirname(__file__), "splits", opt.split)
+    lines = readlines(os.path.join(split_folder, "test_files.txt"))
+
+    print("Exporting ground truth depths for {}".format(opt.split))
+
+    gt_depths = []
+    for line in lines:
+
+        folder, frame_id, _ = line.split()
+        frame_id = int(frame_id)
+
+        if opt.split == "eigen":
+            calib_dir = os.path.join(opt.data_path, folder.split("/")[0])
+            velo_filename = os.path.join(opt.data_path, folder,
+                                         "velodyne_points/data", "{:010d}.bin".format(frame_id))
+            gt_depth = generate_depth_map(calib_dir, velo_filename, 2, True)
+        elif opt.split == "eigen_benchmark":
+            gt_depth_path = os.path.join(opt.data_path, folder, "proj_depth",
+                                         "groundtruth", "image_02", "{:010d}.png".format(frame_id))
+            gt_depth = np.array(pil.open(gt_depth_path)).astype(np.float32) / 256
+
+        gt_depths.append(gt_depth.astype(np.float32))
+
+    output_path = os.path.join(split_folder, "gt_depths.npz")
+
+    print("Saving to {}".format(opt.split))
+
+    np.savez_compressed(output_path, data=np.array(gt_depths))
+
+
+if __name__ == "__main__":
+    export_gt_depths_kitti()
diff --git a/deps/monodepth2/kitti_utils.py b/deps/monodepth2/kitti_utils.py
new file mode 100644
index 0000000..ac2fdc9
--- /dev/null
+++ b/deps/monodepth2/kitti_utils.py
@@ -0,0 +1,98 @@
+from __future__ import absolute_import, division, print_function
+
+import os
+import numpy as np
+from collections import Counter
+
+
+def load_velodyne_points(filename):
+    """Load 3D point cloud from KITTI file format
+    (adapted from https://github.com/hunse/kitti)
+    """
+    points = np.fromfile(filename, dtype=np.float32).reshape(-1, 4)
+    points[:, 3] = 1.0  # homogeneous
+    return points
+
+
+def read_calib_file(path):
+    """Read KITTI calibration file
+    (from https://github.com/hunse/kitti)
+    """
+    float_chars = set("0123456789.e+- ")
+    data = {}
+    with open(path, 'r') as f:
+        for line in f.readlines():
+            key, value = line.split(':', 1)
+            value = value.strip()
+            data[key] = value
+            if float_chars.issuperset(value):
+                # try to cast to float array
+                try:
+                    data[key] = np.array(list(map(float, value.split(' '))))
+                except ValueError:
+                    # casting error: data[key] already eq. value, so pass
+                    pass
+
+    return data
+
+
+def sub2ind(matrixSize, rowSub, colSub):
+    """Convert row, col matrix subscripts to linear indices
+    """
+    m, n = matrixSize
+    return rowSub * (n-1) + colSub - 1
+
+
+def generate_depth_map(calib_dir, velo_filename, cam=2, vel_depth=False):
+    """Generate a depth map from velodyne data
+    """
+    # load calibration files
+    cam2cam = read_calib_file(os.path.join(calib_dir, 'calib_cam_to_cam.txt'))
+    velo2cam = read_calib_file(os.path.join(calib_dir, 'calib_velo_to_cam.txt'))
+    velo2cam = np.hstack((velo2cam['R'].reshape(3, 3), velo2cam['T'][..., np.newaxis]))
+    velo2cam = np.vstack((velo2cam, np.array([0, 0, 0, 1.0])))
+
+    # get image shape
+    im_shape = cam2cam["S_rect_02"][::-1].astype(np.int32)
+
+    # compute projection matrix velodyne->image plane
+    R_cam2rect = np.eye(4)
+    R_cam2rect[:3, :3] = cam2cam['R_rect_00'].reshape(3, 3)
+    P_rect = cam2cam['P_rect_0'+str(cam)].reshape(3, 4)
+    P_velo2im = np.dot(np.dot(P_rect, R_cam2rect), velo2cam)
+
+    # load velodyne points and remove all behind image plane (approximation)
+    # each row of the velodyne data is forward, left, up, reflectance
+    velo = load_velodyne_points(velo_filename)
+    velo = velo[velo[:, 0] >= 0, :]
+
+    # project the points to the camera
+    velo_pts_im = np.dot(P_velo2im, velo.T).T
+    velo_pts_im[:, :2] = velo_pts_im[:, :2] / velo_pts_im[:, 2][..., np.newaxis]
+
+    if vel_depth:
+        velo_pts_im[:, 2] = velo[:, 0]
+
+    # check if in bounds
+    # use minus 1 to get the exact same value as KITTI matlab code
+    velo_pts_im[:, 0] = np.round(velo_pts_im[:, 0]) - 1
+    velo_pts_im[:, 1] = np.round(velo_pts_im[:, 1]) - 1
+    val_inds = (velo_pts_im[:, 0] >= 0) & (velo_pts_im[:, 1] >= 0)
+    val_inds = val_inds & (velo_pts_im[:, 0] < im_shape[1]) & (velo_pts_im[:, 1] < im_shape[0])
+    velo_pts_im = velo_pts_im[val_inds, :]
+
+    # project to image
+    depth = np.zeros((im_shape[:2]))
+    depth[velo_pts_im[:, 1].astype(np.int), velo_pts_im[:, 0].astype(np.int)] = velo_pts_im[:, 2]
+
+    # find the duplicate points and choose the closest depth
+    inds = sub2ind(depth.shape, velo_pts_im[:, 1], velo_pts_im[:, 0])
+    dupe_inds = [item for item, count in Counter(inds).items() if count > 1]
+    for dd in dupe_inds:
+        pts = np.where(inds == dd)[0]
+        x_loc = int(velo_pts_im[pts[0], 0])
+        y_loc = int(velo_pts_im[pts[0], 1])
+        depth[y_loc, x_loc] = velo_pts_im[pts, 2].min()
+    depth[depth < 0] = 0
+
+    return depth
diff --git a/deps/monodepth2/layers.py b/deps/monodepth2/layers.py
new file mode 100644
index 0000000..0fcb473
--- /dev/null
+++ b/deps/monodepth2/layers.py
@@ -0,0 +1,266 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import numpy as np
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+
+def disp_to_depth(disp, min_depth, max_depth):
+    """Convert network's sigmoid output into depth prediction
+    The formula for this conversion is given in the 'additional considerations'
+    section of the paper.
+    """
+    min_disp = 1 / max_depth
+    max_disp = 1 / min_depth
+    scaled_disp = min_disp + (max_disp - min_disp) * disp
+    depth = 1 / scaled_disp
+    return scaled_disp, depth
+
+
+def transformation_from_parameters(axisangle, translation, invert=False):
+    """Convert the network's (axisangle, translation) output into a 4x4 matrix
+    """
+    R = rot_from_axisangle(axisangle)
+    t = translation.clone()
+
+    if invert:
+        R = R.transpose(1, 2)
+        t *= -1
+
+    T = get_translation_matrix(t)
+
+    if invert:
+        M = torch.matmul(R, T)
+    else:
+        M = torch.matmul(T, R)
+
+    return M
+
+
+def get_translation_matrix(translation_vector):
+    """Convert a translation vector into a 4x4 transformation matrix
+    """
+    T = torch.zeros(translation_vector.shape[0], 4, 4).to(device=translation_vector.device)
+
+    t = translation_vector.contiguous().view(-1, 3, 1)
+
+    T[:, 0, 0] = 1
+    T[:, 1, 1] = 1
+    T[:, 2, 2] = 1
+    T[:, 3, 3] = 1
+    T[:, :3, 3, None] = t
+
+    return T
+
+
+def rot_from_axisangle(vec):
+    """Convert an axisangle rotation into a 4x4 transformation matrix
+    (adapted from https://github.com/Wallacoloo/printipi)
+    Input 'vec' has to be Bx1x3
+    """
+    angle = torch.norm(vec, 2, 2, True)
+    axis = vec / (angle + 1e-7)
+
+    ca = torch.cos(angle)
+    sa = torch.sin(angle)
+    C = 1 - ca
+
+    x = axis[..., 0].unsqueeze(1)
+    y = axis[..., 1].unsqueeze(1)
+    z = axis[..., 2].unsqueeze(1)
+
+    xs = x * sa
+    ys = y * sa
+    zs = z * sa
+    xC = x * C
+    yC = y * C
+    zC = z * C
+    xyC = x * yC
+    yzC = y * zC
+    zxC = z * xC
+
+    rot = torch.zeros((vec.shape[0], 4, 4)).to(device=vec.device)
+
+    rot[:, 0, 0] = torch.squeeze(x * xC + ca)
+    rot[:, 0, 1] = torch.squeeze(xyC - zs)
+    rot[:, 0, 2] = torch.squeeze(zxC + ys)
+    rot[:, 1, 0] = torch.squeeze(xyC + zs)
+    rot[:, 1, 1] = torch.squeeze(y * yC + ca)
+    rot[:, 1, 2] = torch.squeeze(yzC - xs)
+    rot[:, 2, 0] = torch.squeeze(zxC - ys)
+    rot[:, 2, 1] = torch.squeeze(yzC + xs)
+    rot[:, 2, 2] = torch.squeeze(z * zC + ca)
+    rot[:, 3, 3] = 1
+
+    return rot
+
+
+class ConvBlock(nn.Module):
+    """Layer to perform a convolution followed by ELU
+    """
+    def __init__(self, in_channels, out_channels):
+        super(ConvBlock, self).__init__()
+
+        self.conv = Conv3x3(in_channels, out_channels)
+        self.nonlin = nn.ELU(inplace=True)
+
+    def forward(self, x):
+        out = self.conv(x)
+        out = self.nonlin(out)
+        return out
+
+
+class Conv3x3(nn.Module):
+    """Layer to pad and convolve input
+    """
+    def __init__(self, in_channels, out_channels, use_refl=True):
+        super(Conv3x3, self).__init__()
+
+        if use_refl:
+            self.pad = nn.ReflectionPad2d(1)
+        else:
+            self.pad = nn.ZeroPad2d(1)
+        self.conv = nn.Conv2d(int(in_channels), int(out_channels), 3)
+
+    def forward(self, x):
+        out = self.pad(x)
+        out = self.conv(out)
+        return out
+
+
+class BackprojectDepth(nn.Module):
+    """Layer to transform a depth image into a point cloud
+    """
+    def __init__(self, batch_size, height, width):
+        super(BackprojectDepth, self).__init__()
+
+        self.batch_size = batch_size
+        self.height = height
+        self.width = width
+
+        meshgrid = np.meshgrid(range(self.width), range(self.height), indexing='xy')
+        self.id_coords = np.stack(meshgrid, axis=0).astype(np.float32)
+        self.id_coords = nn.Parameter(torch.from_numpy(self.id_coords))
+
+        self.ones = nn.Parameter(torch.ones(self.batch_size, 1, self.height * self.width))
+
+        self.pix_coords = torch.unsqueeze(torch.stack(
+            [self.id_coords[0].view(-1), self.id_coords[1].view(-1)], 0), 0)
+        self.pix_coords = self.pix_coords.repeat(batch_size, 1, 1)
+        self.pix_coords = nn.Parameter(torch.cat([self.pix_coords, self.ones], 1))
+
+    def forward(self, depth, inv_K):
+        cam_points = torch.matmul(inv_K[:, :3, :3], self.pix_coords)
+        cam_points = depth.view(self.batch_size, 1, -1) * cam_points
+        cam_points = torch.cat([cam_points, self.ones], 1)
+
+        return cam_points
+
+
+class Project3D(nn.Module):
+    """Layer which projects 3D points into a camera with intrinsics K and at position T
+    """
+    def __init__(self, batch_size, height, width, eps=1e-7):
+        super(Project3D, self).__init__()
+
+        self.batch_size = batch_size
+        self.height = height
+        self.width = width
+        self.eps = eps
+
+    def forward(self, points, K, T):
+        P = torch.matmul(K, T)[:, :3, :]
+
+        cam_points = torch.matmul(P, points)
+
+        pix_coords = cam_points[:, :2, :] / (cam_points[:, 2, :].unsqueeze(1) + self.eps)
+        pix_coords = pix_coords.view(self.batch_size, 2, self.height, self.width)
+        pix_coords = pix_coords.permute(0, 2, 3, 1)
+        pix_coords[..., 0] /= self.width - 1
+        pix_coords[..., 1] /= self.height - 1
+        pix_coords = (pix_coords - 0.5) * 2
+        return pix_coords
+
+
+def upsample(x):
+    """Upsample input tensor by a factor of 2
+    """
+    return F.interpolate(x, scale_factor=2, mode="nearest")
+
+
+def get_smooth_loss(disp, img):
+    """Computes the smoothness loss for a disparity image
+    The color image is used for edge-aware smoothness
+    """
+    grad_disp_x = torch.abs(disp[:, :, :, :-1] - disp[:, :, :, 1:])
+    grad_disp_y = torch.abs(disp[:, :, :-1, :] - disp[:, :, 1:, :])
+
+    grad_img_x = torch.mean(torch.abs(img[:, :, :, :-1] - img[:, :, :, 1:]), 1, keepdim=True)
+    grad_img_y = torch.mean(torch.abs(img[:, :, :-1, :] - img[:, :, 1:, :]), 1, keepdim=True)
+
+    grad_disp_x *= torch.exp(-grad_img_x)
+    grad_disp_y *= torch.exp(-grad_img_y)
+
+    return grad_disp_x.mean() + grad_disp_y.mean()
+
+
+class SSIM(nn.Module):
+    """Layer to compute the SSIM loss between a pair of images
+    """
+    def __init__(self):
+        super(SSIM, self).__init__()
+        self.mu_x_pool   = nn.AvgPool2d(3, 1)
+        self.mu_y_pool   = nn.AvgPool2d(3, 1)
+        self.sig_x_pool  = nn.AvgPool2d(3, 1)
+        self.sig_y_pool  = nn.AvgPool2d(3, 1)
+        self.sig_xy_pool = nn.AvgPool2d(3, 1)
+
+        self.refl = nn.ReflectionPad2d(1)
+
+        self.C1 = 0.01 ** 2
+        self.C2 = 0.03 ** 2
+
+    def forward(self, x, y):
+        x = self.refl(x)
+        y = self.refl(y)
+
+        mu_x = self.mu_x_pool(x)
+        mu_y = self.mu_y_pool(y)
+
+        sigma_x  = self.sig_x_pool(x ** 2) - mu_x ** 2
+        sigma_y  = self.sig_y_pool(y ** 2) - mu_y ** 2
+        sigma_xy = self.sig_xy_pool(x * y) - mu_x * mu_y
+
+        SSIM_n = (2 * mu_x * mu_y + self.C1) * (2 * sigma_xy + self.C2)
+        SSIM_d = (mu_x ** 2 + mu_y ** 2 + self.C1) * (sigma_x + sigma_y + self.C2)
+
+        return torch.clamp((1 - SSIM_n / SSIM_d) / 2, 0, 1)
+
+
+def compute_depth_errors(gt, pred):
+    """Computation of error metrics between predicted and ground truth depths
+    """
+    thresh = torch.max((gt / pred), (pred / gt))
+    a1 = (thresh < 1.25     ).float().mean()
+    a2 = (thresh < 1.25 ** 2).float().mean()
+    a3 = (thresh < 1.25 ** 3).float().mean()
+
+    rmse = (gt - pred) ** 2
+    rmse = torch.sqrt(rmse.mean())
+
+    rmse_log = (torch.log(gt) - torch.log(pred)) ** 2
+    rmse_log = torch.sqrt(rmse_log.mean())
+
+    abs_rel = torch.mean(torch.abs(gt - pred) / gt)
+
+    sq_rel = torch.mean((gt - pred) ** 2 / gt)
+
+    return abs_rel, sq_rel, rmse, rmse_log, a1, a2, a3
diff --git a/deps/monodepth2/networks/__init__.py b/deps/monodepth2/networks/__init__.py
new file mode 100644
index 0000000..2386870
--- /dev/null
+++ b/deps/monodepth2/networks/__init__.py
@@ -0,0 +1,4 @@
+from .resnet_encoder import ResnetEncoder
+from .depth_decoder import DepthDecoder
+from .pose_decoder import PoseDecoder
+from .pose_cnn import PoseCNN
diff --git a/deps/monodepth2/networks/depth_decoder.py b/deps/monodepth2/networks/depth_decoder.py
new file mode 100644
index 0000000..498ec38
--- /dev/null
+++ b/deps/monodepth2/networks/depth_decoder.py
@@ -0,0 +1,65 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import numpy as np
+import torch
+import torch.nn as nn
+
+from collections import OrderedDict
+from layers import *
+
+
+class DepthDecoder(nn.Module):
+    def __init__(self, num_ch_enc, scales=range(4), num_output_channels=1, use_skips=True):
+        super(DepthDecoder, self).__init__()
+
+        self.num_output_channels = num_output_channels
+        self.use_skips = use_skips
+        self.upsample_mode = 'nearest'
+        self.scales = scales
+
+        self.num_ch_enc = num_ch_enc
+        self.num_ch_dec = np.array([16, 32, 64, 128, 256])
+
+        # decoder
+        self.convs = OrderedDict()
+        for i in range(4, -1, -1):
+            # upconv_0
+            num_ch_in = self.num_ch_enc[-1] if i == 4 else self.num_ch_dec[i + 1]
+            num_ch_out = self.num_ch_dec[i]
+            self.convs[("upconv", i, 0)] = ConvBlock(num_ch_in, num_ch_out)
+
+            # upconv_1
+            num_ch_in = self.num_ch_dec[i]
+            if self.use_skips and i > 0:
+                num_ch_in += self.num_ch_enc[i - 1]
+            num_ch_out = self.num_ch_dec[i]
+            self.convs[("upconv", i, 1)] = ConvBlock(num_ch_in, num_ch_out)
+
+        for s in self.scales:
+            self.convs[("dispconv", s)] = Conv3x3(self.num_ch_dec[s], self.num_output_channels)
+
+        self.decoder = nn.ModuleList(list(self.convs.values()))
+        self.sigmoid = nn.Sigmoid()
+
+    def forward(self, input_features):
+        self.outputs = {}
+
+        # decoder
+        x = input_features[-1]
+        for i in range(4, -1, -1):
+            x = self.convs[("upconv", i, 0)](x)
+            x = [upsample(x)]
+            if self.use_skips and i > 0:
+                x += [input_features[i - 1]]
+            x = torch.cat(x, 1)
+            x = self.convs[("upconv", i, 1)](x)
+            if i in self.scales:
+                self.outputs[("disp", i)] = self.sigmoid(self.convs[("dispconv", i)](x))
+
+        return self.outputs
diff --git a/deps/monodepth2/networks/pose_cnn.py b/deps/monodepth2/networks/pose_cnn.py
new file mode 100644
index 0000000..16baec7
--- /dev/null
+++ b/deps/monodepth2/networks/pose_cnn.py
@@ -0,0 +1,50 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import torch
+import torch.nn as nn
+
+
+class PoseCNN(nn.Module):
+    def __init__(self, num_input_frames):
+        super(PoseCNN, self).__init__()
+
+        self.num_input_frames = num_input_frames
+
+        self.convs = {}
+        self.convs[0] = nn.Conv2d(3 * num_input_frames, 16, 7, 2, 3)
+        self.convs[1] = nn.Conv2d(16, 32, 5, 2, 2)
+        self.convs[2] = nn.Conv2d(32, 64, 3, 2, 1)
+        self.convs[3] = nn.Conv2d(64, 128, 3, 2, 1)
+        self.convs[4] = nn.Conv2d(128, 256, 3, 2, 1)
+        self.convs[5] = nn.Conv2d(256, 256, 3, 2, 1)
+        self.convs[6] = nn.Conv2d(256, 256, 3, 2, 1)
+
+        self.pose_conv = nn.Conv2d(256, 6 * (num_input_frames - 1), 1)
+
+        self.num_convs = len(self.convs)
+
+        self.relu = nn.ReLU(True)
+
+        self.net = nn.ModuleList(list(self.convs.values()))
+
+    def forward(self, out):
+
+        for i in range(self.num_convs):
+            out = self.convs[i](out)
+            out = self.relu(out)
+
+        out = self.pose_conv(out)
+        out = out.mean(3).mean(2)
+
+        out = 0.01 * out.view(-1, self.num_input_frames - 1, 1, 6)
+
+        axisangle = out[..., :3]
+        translation = out[..., 3:]
+
+        return axisangle, translation
diff --git a/deps/monodepth2/networks/pose_decoder.py b/deps/monodepth2/networks/pose_decoder.py
new file mode 100644
index 0000000..4b03b60
--- /dev/null
+++ b/deps/monodepth2/networks/pose_decoder.py
@@ -0,0 +1,54 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import torch
+import torch.nn as nn
+from collections import OrderedDict
+
+
+class PoseDecoder(nn.Module):
+    def __init__(self, num_ch_enc, num_input_features, num_frames_to_predict_for=None, stride=1):
+        super(PoseDecoder, self).__init__()
+
+        self.num_ch_enc = num_ch_enc
+        self.num_input_features = num_input_features
+
+        if num_frames_to_predict_for is None:
+            num_frames_to_predict_for = num_input_features - 1
+        self.num_frames_to_predict_for = num_frames_to_predict_for
+
+        self.convs = OrderedDict()
+        self.convs[("squeeze")] = nn.Conv2d(self.num_ch_enc[-1], 256, 1)
+        self.convs[("pose", 0)] = nn.Conv2d(num_input_features * 256, 256, 3, stride, 1)
+        self.convs[("pose", 1)] = nn.Conv2d(256, 256, 3, stride, 1)
+        self.convs[("pose", 2)] = nn.Conv2d(256, 6 * num_frames_to_predict_for, 1)
+
+        self.relu = nn.ReLU()
+
+        self.net = nn.ModuleList(list(self.convs.values()))
+
+    def forward(self, input_features):
+        last_features = [f[-1] for f in input_features]
+
+        cat_features = [self.relu(self.convs["squeeze"](f)) for f in last_features]
+        cat_features = torch.cat(cat_features, 1)
+
+        out = cat_features
+        for i in range(3):
+            out = self.convs[("pose", i)](out)
+            if i != 2:
+                out = self.relu(out)
+
+        out = out.mean(3).mean(2)
+
+        out = 0.01 * out.view(-1, self.num_frames_to_predict_for, 1, 6)
+
+        axisangle = out[..., :3]
+        translation = out[..., 3:]
+
+        return axisangle, translation
diff --git a/deps/monodepth2/networks/resnet_encoder.py b/deps/monodepth2/networks/resnet_encoder.py
new file mode 100644
index 0000000..565038b
--- /dev/null
+++ b/deps/monodepth2/networks/resnet_encoder.py
@@ -0,0 +1,98 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import numpy as np
+
+import torch
+import torch.nn as nn
+import torchvision.models as models
+import torch.utils.model_zoo as model_zoo
+
+
+class ResNetMultiImageInput(models.ResNet):
+    """Constructs a resnet model with varying number of input images.
+    Adapted from https://github.com/pytorch/vision/blob/master/torchvision/models/resnet.py
+    """
+    def __init__(self, block, layers, num_classes=1000, num_input_images=1):
+        super(ResNetMultiImageInput, self).__init__(block, layers)
+        self.inplanes = 64
+        self.conv1 = nn.Conv2d(
+            num_input_images * 3, 64, kernel_size=7, stride=2, padding=3, bias=False)
+        self.bn1 = nn.BatchNorm2d(64)
+        self.relu = nn.ReLU(inplace=True)
+        self.maxpool = nn.MaxPool2d(kernel_size=3, stride=2, padding=1)
+        self.layer1 = self._make_layer(block, 64, layers[0])
+        self.layer2 = self._make_layer(block, 128, layers[1], stride=2)
+        self.layer3 = self._make_layer(block, 256, layers[2], stride=2)
+        self.layer4 = self._make_layer(block, 512, layers[3], stride=2)
+
+        for m in self.modules():
+            if isinstance(m, nn.Conv2d):
+                nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu')
+            elif isinstance(m, nn.BatchNorm2d):
+                nn.init.constant_(m.weight, 1)
+                nn.init.constant_(m.bias, 0)
+
+
+def resnet_multiimage_input(num_layers, pretrained=False, num_input_images=1):
+    """Constructs a ResNet model.
+    Args:
+        num_layers (int): Number of resnet layers. Must be 18 or 50
+        pretrained (bool): If True, returns a model pre-trained on ImageNet
+        num_input_images (int): Number of frames stacked as input
+    """
+    assert num_layers in [18, 50], "Can only run with 18 or 50 layer resnet"
+    blocks = {18: [2, 2, 2, 2], 50: [3, 4, 6, 3]}[num_layers]
+    model = ResNetMultiImageInput(
+        models.resnet.BasicBlock, blocks, num_input_images=num_input_images)
+
+    if pretrained:
+        loaded = model_zoo.load_url(models.resnet.model_urls['resnet{}'.format(num_layers)])
+        loaded['conv1.weight'] = torch.cat(
+            [loaded['conv1.weight']] * num_input_images, 1) / num_input_images
+        model.load_state_dict(loaded)
+    return model
+
+
+class ResnetEncoder(nn.Module):
+    """Pytorch module for a resnet encoder
+    """
+    def __init__(self, num_layers, pretrained, num_input_images=1):
+        super(ResnetEncoder, self).__init__()
+
+        self.num_ch_enc = np.array([64, 64, 128, 256, 512])
+
+        resnets = {18: models.resnet18,
+                   34: models.resnet34,
+                   50: models.resnet50,
+                   101: models.resnet101,
+                   152: models.resnet152}
+
+        if num_layers not in resnets:
+            raise ValueError("{} is not a valid number of resnet layers".format(num_layers))
+
+        if num_input_images > 1:
+            self.encoder = resnet_multiimage_input(num_layers, pretrained, num_input_images)
+        else:
+            self.encoder = resnets[num_layers](pretrained)
+
+        if num_layers > 34:
+            self.num_ch_enc[1:] *= 4
+
+    def forward(self, input_image):
+        self.features = []
+        x = (input_image - 0.45) / 0.225
+        x = self.encoder.conv1(x)
+        x = self.encoder.bn1(x)
+        self.features.append(self.encoder.relu(x))
+        self.features.append(self.encoder.layer1(self.encoder.maxpool(self.features[-1])))
+        self.features.append(self.encoder.layer2(self.features[-1]))
+        self.features.append(self.encoder.layer3(self.features[-1]))
+        self.features.append(self.encoder.layer4(self.features[-1]))
+
+        return self.features
diff --git a/deps/monodepth2/options.py b/deps/monodepth2/options.py
new file mode 100644
index 0000000..f8c6aa1
--- /dev/null
+++ b/deps/monodepth2/options.py
@@ -0,0 +1,208 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import os
+import argparse
+
+file_dir = os.path.dirname(__file__)  # the directory that options.py resides in
+
+
+class MonodepthOptions:
+    def __init__(self):
+        self.parser = argparse.ArgumentParser(description="Monodepthv2 options")
+
+        # PATHS
+        self.parser.add_argument("--data_path",
+                                 type=str,
+                                 help="path to the training data",
+                                 default=os.path.join(file_dir, "kitti_data"))
+        self.parser.add_argument("--log_dir",
+                                 type=str,
+                                 help="log directory",
+                                 default=os.path.join(os.path.expanduser("~"), "tmp"))
+
+        # TRAINING options
+        self.parser.add_argument("--model_name",
+                                 type=str,
+                                 help="the name of the folder to save the model in",
+                                 default="mdp")
+        self.parser.add_argument("--split",
+                                 type=str,
+                                 help="which training split to use",
+                                 choices=["eigen_zhou", "eigen_full", "odom", "benchmark"],
+                                 default="eigen_zhou")
+        self.parser.add_argument("--num_layers",
+                                 type=int,
+                                 help="number of resnet layers",
+                                 default=18,
+                                 choices=[18, 34, 50, 101, 152])
+        self.parser.add_argument("--dataset",
+                                 type=str,
+                                 help="dataset to train on",
+                                 default="kitti",
+                                 choices=["kitti", "kitti_odom", "kitti_depth", "kitti_test"])
+        self.parser.add_argument("--png",
+                                 help="if set, trains from raw KITTI png files (instead of jpgs)",
+                                 action="store_true")
+        self.parser.add_argument("--height",
+                                 type=int,
+                                 help="input image height",
+                                 default=192)
+        self.parser.add_argument("--width",
+                                 type=int,
+                                 help="input image width",
+                                 default=640)
+        self.parser.add_argument("--disparity_smoothness",
+                                 type=float,
+                                 help="disparity smoothness weight",
+                                 default=1e-3)
+        self.parser.add_argument("--scales",
+                                 nargs="+",
+                                 type=int,
+                                 help="scales used in the loss",
+                                 default=[0, 1, 2, 3])
+        self.parser.add_argument("--min_depth",
+                                 type=float,
+                                 help="minimum depth",
+                                 default=0.1)
+        self.parser.add_argument("--max_depth",
+                                 type=float,
+                                 help="maximum depth",
+                                 default=100.0)
+        self.parser.add_argument("--use_stereo",
+                                 help="if set, uses stereo pair for training",
+                                 action="store_true")
+        self.parser.add_argument("--frame_ids",
+                                 nargs="+",
+                                 type=int,
+                                 help="frames to load",
+                                 default=[0, -1, 1])
+
+        # OPTIMIZATION options
+        self.parser.add_argument("--batch_size",
+                                 type=int,
+                                 help="batch size",
+                                 default=12)
+        self.parser.add_argument("--learning_rate",
+                                 type=float,
+                                 help="learning rate",
+                                 default=1e-4)
+        self.parser.add_argument("--num_epochs",
+                                 type=int,
+                                 help="number of epochs",
+                                 default=20)
+        self.parser.add_argument("--scheduler_step_size",
+                                 type=int,
+                                 help="step size of the scheduler",
+                                 default=15)
+
+        # ABLATION options
+        self.parser.add_argument("--v1_multiscale",
+                                 help="if set, uses monodepth v1 multiscale",
+                                 action="store_true")
+        self.parser.add_argument("--avg_reprojection",
+                                 help="if set, uses average reprojection loss",
+                                 action="store_true")
+        self.parser.add_argument("--disable_automasking",
+                                 help="if set, doesn't do auto-masking",
+                                 action="store_true")
+        self.parser.add_argument("--predictive_mask",
+                                 help="if set, uses a predictive masking scheme as in Zhou et al",
+                                 action="store_true")
+        self.parser.add_argument("--no_ssim",
+                                 help="if set, disables ssim in the loss",
+                                 action="store_true")
+        self.parser.add_argument("--weights_init",
+                                 type=str,
+                                 help="pretrained or scratch",
+                                 default="pretrained",
+                                 choices=["pretrained", "scratch"])
+        self.parser.add_argument("--pose_model_input",
+                                 type=str,
+                                 help="how many images the pose network gets",
+                                 default="pairs",
+                                 choices=["pairs", "all"])
+        self.parser.add_argument("--pose_model_type",
+                                 type=str,
+                                 help="normal or shared",
+                                 default="separate_resnet",
+                                 choices=["posecnn", "separate_resnet", "shared"])
+
+        # SYSTEM options
+        self.parser.add_argument("--no_cuda",
+                                 help="if set disables CUDA",
+                                 action="store_true")
+        self.parser.add_argument("--num_workers",
+                                 type=int,
+                                 help="number of dataloader workers",
+                                 default=12)
+
+        # LOADING options
+        self.parser.add_argument("--load_weights_folder",
+                                 type=str,
+                                 help="name of model to load")
+        self.parser.add_argument("--models_to_load",
+                                 nargs="+",
+                                 type=str,
+                                 help="models to load",
+                                 default=["encoder", "depth", "pose_encoder", "pose"])
+
+        # LOGGING options
+        self.parser.add_argument("--log_frequency",
+                                 type=int,
+                                 help="number of batches between each tensorboard log",
+                                 default=250)
+        self.parser.add_argument("--save_frequency",
+                                 type=int,
+                                 help="number of epochs between each save",
+                                 default=1)
+
+        # EVALUATION options
+        self.parser.add_argument("--eval_stereo",
+                                 help="if set evaluates in stereo mode",
+                                 action="store_true")
+        self.parser.add_argument("--eval_mono",
+                                 help="if set evaluates in mono mode",
+                                 action="store_true")
+        self.parser.add_argument("--disable_median_scaling",
+                                 help="if set disables median scaling in evaluation",
+                                 action="store_true")
+        self.parser.add_argument("--pred_depth_scale_factor",
+                                 help="if set multiplies predictions by this number",
+                                 type=float,
+                                 default=1)
+        self.parser.add_argument("--ext_disp_to_eval",
+                                 type=str,
+                                 help="optional path to a .npy disparities file to evaluate")
+        self.parser.add_argument("--eval_split",
+                                 type=str,
+                                 default="eigen",
+                                 choices=[
+                                    "eigen", "eigen_benchmark", "benchmark", "odom_9", "odom_10"],
+                                 help="which split to run eval on")
+        self.parser.add_argument("--save_pred_disps",
+                                 help="if set saves predicted disparities",
+                                 action="store_true")
+        self.parser.add_argument("--no_eval",
+                                 help="if set disables evaluation",
+                                 action="store_true")
+        self.parser.add_argument("--eval_eigen_to_benchmark",
+                                 help="if set assume we are loading eigen results from npy but "
+                                      "we want to evaluate using the new benchmark.",
+                                 action="store_true")
+        self.parser.add_argument("--eval_out_dir",
+                                 help="if set will output the disparities to this folder",
+                                 type=str)
+        self.parser.add_argument("--post_process",
+                                 help="if set will perform the flipping post processing "
+                                      "from the original monodepth paper",
+                                 action="store_true")
+
+    def parse(self):
+        self.options = self.parser.parse_args()
+        return self.options
diff --git a/deps/monodepth2/splits/benchmark/eigen_to_benchmark_ids.npy b/deps/monodepth2/splits/benchmark/eigen_to_benchmark_ids.npy
new file mode 100644
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new file mode 100644
index 0000000..73e578b
--- /dev/null
+++ b/deps/monodepth2/splits/benchmark/test_files.txt
@@ -0,0 +1,500 @@
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diff --git a/deps/monodepth2/splits/benchmark/train_files.txt b/deps/monodepth2/splits/benchmark/train_files.txt
new file mode 100644
index 0000000..f4686fe
--- /dev/null
+++ b/deps/monodepth2/splits/benchmark/train_files.txt
@@ -0,0 +1,72084 @@
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diff --git a/deps/monodepth2/splits/benchmark/val_files.txt b/deps/monodepth2/splits/benchmark/val_files.txt
new file mode 100644
index 0000000..e353415
--- /dev/null
+++ b/deps/monodepth2/splits/benchmark/val_files.txt
@@ -0,0 +1,6060 @@
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diff --git a/deps/monodepth2/splits/eigen/test_files.txt b/deps/monodepth2/splits/eigen/test_files.txt
new file mode 100644
index 0000000..cb8b42f
--- /dev/null
+++ b/deps/monodepth2/splits/eigen/test_files.txt
@@ -0,0 +1,697 @@
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diff --git a/deps/monodepth2/splits/eigen_benchmark/test_files.txt b/deps/monodepth2/splits/eigen_benchmark/test_files.txt
new file mode 100644
index 0000000..e4d7159
--- /dev/null
+++ b/deps/monodepth2/splits/eigen_benchmark/test_files.txt
@@ -0,0 +1,652 @@
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diff --git a/deps/monodepth2/splits/eigen_full/train_files.txt b/deps/monodepth2/splits/eigen_full/train_files.txt
new file mode 100644
index 0000000..b75ebf0
--- /dev/null
+++ b/deps/monodepth2/splits/eigen_full/train_files.txt
@@ -0,0 +1,45200 @@
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diff --git a/deps/monodepth2/splits/eigen_full/val_files.txt b/deps/monodepth2/splits/eigen_full/val_files.txt
new file mode 100644
index 0000000..611246c
--- /dev/null
+++ b/deps/monodepth2/splits/eigen_full/val_files.txt
@@ -0,0 +1,1776 @@
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diff --git a/deps/monodepth2/splits/eigen_zhou/train_files.txt b/deps/monodepth2/splits/eigen_zhou/train_files.txt
new file mode 100644
index 0000000..178b25e
--- /dev/null
+++ b/deps/monodepth2/splits/eigen_zhou/train_files.txt
@@ -0,0 +1,39810 @@
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diff --git a/deps/monodepth2/splits/eigen_zhou/val_files.txt b/deps/monodepth2/splits/eigen_zhou/val_files.txt
new file mode 100644
index 0000000..aceb95f
--- /dev/null
+++ b/deps/monodepth2/splits/eigen_zhou/val_files.txt
@@ -0,0 +1,4424 @@
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diff --git a/deps/monodepth2/splits/kitti_archives_to_download.txt b/deps/monodepth2/splits/kitti_archives_to_download.txt
new file mode 100644
index 0000000..48464f6
--- /dev/null
+++ b/deps/monodepth2/splits/kitti_archives_to_download.txt
@@ -0,0 +1,66 @@
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diff --git a/deps/monodepth2/splits/odom/test_files_09.txt b/deps/monodepth2/splits/odom/test_files_09.txt
new file mode 100644
index 0000000..9a693da
--- /dev/null
+++ b/deps/monodepth2/splits/odom/test_files_09.txt
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diff --git a/deps/monodepth2/splits/odom/test_files_10.txt b/deps/monodepth2/splits/odom/test_files_10.txt
new file mode 100644
index 0000000..3a99272
--- /dev/null
+++ b/deps/monodepth2/splits/odom/test_files_10.txt
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diff --git a/deps/monodepth2/splits/odom/train_files.txt b/deps/monodepth2/splits/odom/train_files.txt
new file mode 100644
index 0000000..dd4329c
--- /dev/null
+++ b/deps/monodepth2/splits/odom/train_files.txt
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diff --git a/deps/monodepth2/splits/odom/val_files.txt b/deps/monodepth2/splits/odom/val_files.txt
new file mode 100644
index 0000000..43aa6ca
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+++ b/deps/monodepth2/splits/odom/val_files.txt
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diff --git a/deps/monodepth2/test_simple.py b/deps/monodepth2/test_simple.py
new file mode 100644
index 0000000..7341e1a
--- /dev/null
+++ b/deps/monodepth2/test_simple.py
@@ -0,0 +1,147 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import os
+import sys
+import glob
+import argparse
+import numpy as np
+import PIL.Image as pil
+
+import matplotlib.pyplot as plt
+
+import torch
+from torchvision import transforms, datasets
+
+import networks
+from layers import disp_to_depth
+from utils import download_model_if_doesnt_exist
+
+
+def parse_args():
+    parser = argparse.ArgumentParser(
+        description='Simple testing funtion for Monodepthv2 models.')
+
+    parser.add_argument('--image_path', type=str,
+                        help='path to a test image or folder of images', required=True)
+    parser.add_argument('--model_name', type=str,
+                        help='name of a pretrained model to use',
+                        choices=[
+                            "mono_640x192",
+                            "stereo_640x192",
+                            "mono+stereo_640x192",
+                            "mono_1024x320",
+                            "stereo_1024x320",
+                            "mono+stereo_1024x320"])
+    parser.add_argument('--ext', type=str,
+                        help='image extension to search for in folder', default="jpg")
+    parser.add_argument("--no_cuda",
+                        help='if set, disables CUDA',
+                        action='store_true')
+
+    return parser.parse_args()
+
+
+def test_simple(args):
+    """Function to predict for a single image or folder of images
+    """
+    assert args.model_name is not None, \
+        "You must specify the --model_name parameter; see README.md for an example"
+
+    if torch.cuda.is_available() and not args.no_cuda:
+        device = torch.device("cuda")
+    else:
+        device = torch.device("cpu")
+
+    download_model_if_doesnt_exist(args.model_name)
+    model_path = os.path.join("models", args.model_name)
+    print("-> Loading model from ", model_path)
+    encoder_path = os.path.join(model_path, "encoder.pth")
+    depth_decoder_path = os.path.join(model_path, "depth.pth")
+
+    # LOADING PRETRAINED MODEL
+    print("   Loading pretrained encoder")
+    encoder = networks.ResnetEncoder(18, False)
+    loaded_dict_enc = torch.load(encoder_path, map_location=device)
+
+    # extract the height and width of image that this model was trained with
+    feed_height = loaded_dict_enc['height']
+    feed_width = loaded_dict_enc['width']
+    filtered_dict_enc = {k: v for k, v in loaded_dict_enc.items() if k in encoder.state_dict()}
+    encoder.load_state_dict(filtered_dict_enc)
+    encoder.to(device)
+    encoder.eval()
+
+    print("   Loading pretrained decoder")
+    depth_decoder = networks.DepthDecoder(
+        num_ch_enc=encoder.num_ch_enc, scales=range(4))
+
+    loaded_dict = torch.load(depth_decoder_path, map_location=device)
+    depth_decoder.load_state_dict(loaded_dict)
+
+    depth_decoder.to(device)
+    depth_decoder.eval()
+
+    # FINDING INPUT IMAGES
+    if os.path.isfile(args.image_path):
+        # Only testing on a single image
+        paths = [args.image_path]
+        output_directory = os.path.dirname(args.image_path)
+    elif os.path.isdir(args.image_path):
+        # Searching folder for images
+        paths = glob.glob(os.path.join(args.image_path, '*.{}'.format(args.ext)))
+        output_directory = args.image_path
+    else:
+        raise Exception("Can not find args.image_path: {}".format(args.image_path))
+
+    print("-> Predicting on {:d} test images".format(len(paths)))
+
+    # PREDICTING ON EACH IMAGE IN TURN
+    with torch.no_grad():
+        for idx, image_path in enumerate(paths):
+
+            if image_path.endswith("_disp.jpg"):
+                # don't try to predict disparity for a disparity image!
+                continue
+
+            # Load image and preprocess
+            input_image = pil.open(image_path).convert('RGB')
+            original_width, original_height = input_image.size
+            input_image = input_image.resize((feed_width, feed_height), pil.LANCZOS)
+            input_image = transforms.ToTensor()(input_image).unsqueeze(0)
+
+            # PREDICTION
+            input_image = input_image.to(device)
+            features = encoder(input_image)
+            outputs = depth_decoder(features)
+
+            disp = outputs[("disp", 0)]
+            disp_resized = torch.nn.functional.interpolate(
+                disp, (original_height, original_width), mode="bilinear", align_corners=False)
+
+            # Saving numpy file
+            output_name = os.path.splitext(os.path.basename(image_path))[0]
+            name_dest_npy = os.path.join(output_directory, "{}_disp.npy".format(output_name))
+            scaled_disp, _ = disp_to_depth(disp, 0.1, 100)
+            np.save(name_dest_npy, scaled_disp.cpu().numpy())
+
+            # Saving colormapped depth image
+            disp_resized_np = disp_resized.squeeze().cpu().numpy()
+            vmax = np.percentile(disp_resized_np, 95)
+            name_dest_im = os.path.join(output_directory, "{}_disp.jpg".format(output_name))
+            plt.imsave(name_dest_im, disp_resized_np, cmap='magma', vmax=vmax)
+
+            print("   Processed {:d} of {:d} images - saved prediction to {}".format(
+                idx + 1, len(paths), name_dest_im))
+
+    print('-> Done!')
+
+
+if __name__ == '__main__':
+    args = parse_args()
+    test_simple(args)
diff --git a/deps/monodepth2/train.py b/deps/monodepth2/train.py
new file mode 100644
index 0000000..ee1425e
--- /dev/null
+++ b/deps/monodepth2/train.py
@@ -0,0 +1,18 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+from trainer import Trainer
+from options import MonodepthOptions
+
+options = MonodepthOptions()
+opts = options.parse()
+
+
+if __name__ == "__main__":
+    trainer = Trainer(opts)
+    trainer.train()
diff --git a/deps/monodepth2/trainer.py b/deps/monodepth2/trainer.py
new file mode 100644
index 0000000..cdb8398
--- /dev/null
+++ b/deps/monodepth2/trainer.py
@@ -0,0 +1,624 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+
+import numpy as np
+import time
+
+import torch
+import torch.nn.functional as F
+import torch.optim as optim
+from torch.utils.data import DataLoader
+from tensorboardX import SummaryWriter
+
+import json
+
+from utils import *
+from kitti_utils import *
+from layers import *
+
+import datasets
+import networks
+from IPython import embed
+
+
+class Trainer:
+    def __init__(self, options):
+        self.opt = options
+        self.log_path = os.path.join(self.opt.log_dir, self.opt.model_name)
+
+        # checking height and width are multiples of 32
+        assert self.opt.height % 32 == 0, "'height' must be a multiple of 32"
+        assert self.opt.width % 32 == 0, "'width' must be a multiple of 32"
+
+        self.models = {}
+        self.parameters_to_train = []
+
+        self.device = torch.device("cpu" if self.opt.no_cuda else "cuda")
+
+        self.num_scales = len(self.opt.scales)
+        self.num_input_frames = len(self.opt.frame_ids)
+        self.num_pose_frames = 2 if self.opt.pose_model_input == "pairs" else self.num_input_frames
+
+        assert self.opt.frame_ids[0] == 0, "frame_ids must start with 0"
+
+        self.use_pose_net = not (self.opt.use_stereo and self.opt.frame_ids == [0])
+
+        if self.opt.use_stereo:
+            self.opt.frame_ids.append("s")
+
+        self.models["encoder"] = networks.ResnetEncoder(
+            self.opt.num_layers, self.opt.weights_init == "pretrained")
+        self.models["encoder"].to(self.device)
+        self.parameters_to_train += list(self.models["encoder"].parameters())
+
+        self.models["depth"] = networks.DepthDecoder(
+            self.models["encoder"].num_ch_enc, self.opt.scales)
+        self.models["depth"].to(self.device)
+        self.parameters_to_train += list(self.models["depth"].parameters())
+
+        if self.use_pose_net:
+            if self.opt.pose_model_type == "separate_resnet":
+                self.models["pose_encoder"] = networks.ResnetEncoder(
+                    self.opt.num_layers,
+                    self.opt.weights_init == "pretrained",
+                    num_input_images=self.num_pose_frames)
+
+                self.models["pose_encoder"].to(self.device)
+                self.parameters_to_train += list(self.models["pose_encoder"].parameters())
+
+                self.models["pose"] = networks.PoseDecoder(
+                    self.models["pose_encoder"].num_ch_enc,
+                    num_input_features=1,
+                    num_frames_to_predict_for=2)
+
+            elif self.opt.pose_model_type == "shared":
+                self.models["pose"] = networks.PoseDecoder(
+                    self.models["encoder"].num_ch_enc, self.num_pose_frames)
+
+            elif self.opt.pose_model_type == "posecnn":
+                self.models["pose"] = networks.PoseCNN(
+                    self.num_input_frames if self.opt.pose_model_input == "all" else 2)
+
+            self.models["pose"].to(self.device)
+            self.parameters_to_train += list(self.models["pose"].parameters())
+
+        if self.opt.predictive_mask:
+            # Our implementation of the predictive masking baseline has the the same architecture
+            # as our depth decoder. We predict a separate mask for each source frame.
+            self.models["predictive_mask"] = networks.DepthDecoder(
+                self.models["encoder"].num_ch_enc, self.opt.scales,
+                num_output_channels=(len(self.opt.frame_ids) - 1))
+            self.models["predictive_mask"].to(self.device)
+            self.parameters_to_train += list(self.models["predictive_mask"].parameters())
+
+        self.model_optimizer = optim.Adam(self.parameters_to_train, self.opt.learning_rate)
+        self.model_lr_scheduler = optim.lr_scheduler.StepLR(
+            self.model_optimizer, self.opt.scheduler_step_size, 0.1)
+
+        if self.opt.load_weights_folder is not None:
+            self.load_model()
+
+        print("Training model named:\n  ", self.opt.model_name)
+        print("Models and tensorboard events files are saved to:\n  ", self.opt.log_dir)
+        print("Training is using:\n  ", self.device)
+
+        # data
+        datasets_dict = {"kitti": datasets.KITTIRAWDataset,
+                         "kitti_odom": datasets.KITTIOdomDataset}
+        self.dataset = datasets_dict[self.opt.dataset]
+
+        fpath = os.path.join(os.path.dirname(__file__), "splits", self.opt.split, "{}_files.txt")
+
+        train_filenames = readlines(fpath.format("train"))
+        val_filenames = readlines(fpath.format("val"))
+        img_ext = '.png' if self.opt.png else '.jpg'
+
+        num_train_samples = len(train_filenames)
+        self.num_total_steps = num_train_samples // self.opt.batch_size * self.opt.num_epochs
+
+        train_dataset = self.dataset(
+            self.opt.data_path, train_filenames, self.opt.height, self.opt.width,
+            self.opt.frame_ids, 4, is_train=True, img_ext=img_ext)
+        self.train_loader = DataLoader(
+            train_dataset, self.opt.batch_size, True,
+            num_workers=self.opt.num_workers, pin_memory=True, drop_last=True)
+        val_dataset = self.dataset(
+            self.opt.data_path, val_filenames, self.opt.height, self.opt.width,
+            self.opt.frame_ids, 4, is_train=False, img_ext=img_ext)
+        self.val_loader = DataLoader(
+            val_dataset, self.opt.batch_size, True,
+            num_workers=self.opt.num_workers, pin_memory=True, drop_last=True)
+        self.val_iter = iter(self.val_loader)
+
+        self.writers = {}
+        for mode in ["train", "val"]:
+            self.writers[mode] = SummaryWriter(os.path.join(self.log_path, mode))
+
+        if not self.opt.no_ssim:
+            self.ssim = SSIM()
+            self.ssim.to(self.device)
+
+        self.backproject_depth = {}
+        self.project_3d = {}
+        for scale in self.opt.scales:
+            h = self.opt.height // (2 ** scale)
+            w = self.opt.width // (2 ** scale)
+
+            self.backproject_depth[scale] = BackprojectDepth(self.opt.batch_size, h, w)
+            self.backproject_depth[scale].to(self.device)
+
+            self.project_3d[scale] = Project3D(self.opt.batch_size, h, w)
+            self.project_3d[scale].to(self.device)
+
+        self.depth_metric_names = [
+            "de/abs_rel", "de/sq_rel", "de/rms", "de/log_rms", "da/a1", "da/a2", "da/a3"]
+
+        print("Using split:\n  ", self.opt.split)
+        print("There are {:d} training items and {:d} validation items\n".format(
+            len(train_dataset), len(val_dataset)))
+
+        self.save_opts()
+
+    def set_train(self):
+        """Convert all models to training mode
+        """
+        for m in self.models.values():
+            m.train()
+
+    def set_eval(self):
+        """Convert all models to testing/evaluation mode
+        """
+        for m in self.models.values():
+            m.eval()
+
+    def train(self):
+        """Run the entire training pipeline
+        """
+        self.epoch = 0
+        self.step = 0
+        self.start_time = time.time()
+        for self.epoch in range(self.opt.num_epochs):
+            self.run_epoch()
+            if (self.epoch + 1) % self.opt.save_frequency == 0:
+                self.save_model()
+
+    def run_epoch(self):
+        """Run a single epoch of training and validation
+        """
+        self.model_lr_scheduler.step()
+
+        print("Training")
+        self.set_train()
+
+        for batch_idx, inputs in enumerate(self.train_loader):
+
+            before_op_time = time.time()
+
+            outputs, losses = self.process_batch(inputs)
+
+            self.model_optimizer.zero_grad()
+            losses["loss"].backward()
+            self.model_optimizer.step()
+
+            duration = time.time() - before_op_time
+
+            # log less frequently after the first 2000 steps to save time & disk space
+            early_phase = batch_idx % self.opt.log_frequency == 0 and self.step < 2000
+            late_phase = self.step % 2000 == 0
+
+            if early_phase or late_phase:
+                self.log_time(batch_idx, duration, losses["loss"].cpu().data)
+
+                if "depth_gt" in inputs:
+                    self.compute_depth_losses(inputs, outputs, losses)
+
+                self.log("train", inputs, outputs, losses)
+                self.val()
+
+            self.step += 1
+
+    def process_batch(self, inputs):
+        """Pass a minibatch through the network and generate images and losses
+        """
+        for key, ipt in inputs.items():
+            inputs[key] = ipt.to(self.device)
+
+        if self.opt.pose_model_type == "shared":
+            # If we are using a shared encoder for both depth and pose (as advocated
+            # in monodepthv1), then all images are fed separately through the depth encoder.
+            all_color_aug = torch.cat([inputs[("color_aug", i, 0)] for i in self.opt.frame_ids])
+            all_features = self.models["encoder"](all_color_aug)
+            all_features = [torch.split(f, self.opt.batch_size) for f in all_features]
+
+            features = {}
+            for i, k in enumerate(self.opt.frame_ids):
+                features[k] = [f[i] for f in all_features]
+
+            outputs = self.models["depth"](features[0])
+        else:
+            # Otherwise, we only feed the image with frame_id 0 through the depth encoder
+            features = self.models["encoder"](inputs["color_aug", 0, 0])
+            outputs = self.models["depth"](features)
+
+        if self.opt.predictive_mask:
+            outputs["predictive_mask"] = self.models["predictive_mask"](features)
+
+        if self.use_pose_net:
+            outputs.update(self.predict_poses(inputs, features))
+
+        self.generate_images_pred(inputs, outputs)
+        losses = self.compute_losses(inputs, outputs)
+
+        return outputs, losses
+
+    def predict_poses(self, inputs, features):
+        """Predict poses between input frames for monocular sequences.
+        """
+        outputs = {}
+        if self.num_pose_frames == 2:
+            # In this setting, we compute the pose to each source frame via a
+            # separate forward pass through the pose network.
+
+            # select what features the pose network takes as input
+            if self.opt.pose_model_type == "shared":
+                pose_feats = {f_i: features[f_i] for f_i in self.opt.frame_ids}
+            else:
+                pose_feats = {f_i: inputs["color_aug", f_i, 0] for f_i in self.opt.frame_ids}
+
+            for f_i in self.opt.frame_ids[1:]:
+                if f_i != "s":
+                    # To maintain ordering we always pass frames in temporal order
+                    if f_i < 0:
+                        pose_inputs = [pose_feats[f_i], pose_feats[0]]
+                    else:
+                        pose_inputs = [pose_feats[0], pose_feats[f_i]]
+
+                    if self.opt.pose_model_type == "separate_resnet":
+                        pose_inputs = [self.models["pose_encoder"](torch.cat(pose_inputs, 1))]
+                    elif self.opt.pose_model_type == "posecnn":
+                        pose_inputs = torch.cat(pose_inputs, 1)
+
+                    axisangle, translation = self.models["pose"](pose_inputs)
+                    outputs[("axisangle", 0, f_i)] = axisangle
+                    outputs[("translation", 0, f_i)] = translation
+
+                    # Invert the matrix if the frame id is negative
+                    outputs[("cam_T_cam", 0, f_i)] = transformation_from_parameters(
+                        axisangle[:, 0], translation[:, 0], invert=(f_i < 0))
+
+        else:
+            # Here we input all frames to the pose net (and predict all poses) together
+            if self.opt.pose_model_type in ["separate_resnet", "posecnn"]:
+                pose_inputs = torch.cat(
+                    [inputs[("color_aug", i, 0)] for i in self.opt.frame_ids if i != "s"], 1)
+
+                if self.opt.pose_model_type == "separate_resnet":
+                    pose_inputs = [self.models["pose_encoder"](pose_inputs)]
+
+            elif self.opt.pose_model_type == "shared":
+                pose_inputs = [features[i] for i in self.opt.frame_ids if i != "s"]
+
+            axisangle, translation = self.models["pose"](pose_inputs)
+
+            for i, f_i in enumerate(self.opt.frame_ids[1:]):
+                if f_i != "s":
+                    outputs[("axisangle", 0, f_i)] = axisangle
+                    outputs[("translation", 0, f_i)] = translation
+                    outputs[("cam_T_cam", 0, f_i)] = transformation_from_parameters(
+                        axisangle[:, i], translation[:, i])
+
+        return outputs
+
+    def val(self):
+        """Validate the model on a single minibatch
+        """
+        self.set_eval()
+        try:
+            inputs = self.val_iter.next()
+        except StopIteration:
+            self.val_iter = iter(self.val_loader)
+            inputs = self.val_iter.next()
+
+        with torch.no_grad():
+            outputs, losses = self.process_batch(inputs)
+
+            if "depth_gt" in inputs:
+                self.compute_depth_losses(inputs, outputs, losses)
+
+            self.log("val", inputs, outputs, losses)
+            del inputs, outputs, losses
+
+        self.set_train()
+
+    def generate_images_pred(self, inputs, outputs):
+        """Generate the warped (reprojected) color images for a minibatch.
+        Generated images are saved into the `outputs` dictionary.
+        """
+        for scale in self.opt.scales:
+            disp = outputs[("disp", scale)]
+            if self.opt.v1_multiscale:
+                source_scale = scale
+            else:
+                disp = F.interpolate(
+                    disp, [self.opt.height, self.opt.width], mode="bilinear", align_corners=False)
+                source_scale = 0
+
+            _, depth = disp_to_depth(disp, self.opt.min_depth, self.opt.max_depth)
+
+            outputs[("depth", 0, scale)] = depth
+
+            for i, frame_id in enumerate(self.opt.frame_ids[1:]):
+
+                if frame_id == "s":
+                    T = inputs["stereo_T"]
+                else:
+                    T = outputs[("cam_T_cam", 0, frame_id)]
+
+                # from the authors of https://arxiv.org/abs/1712.00175
+                if self.opt.pose_model_type == "posecnn":
+
+                    axisangle = outputs[("axisangle", 0, frame_id)]
+                    translation = outputs[("translation", 0, frame_id)]
+
+                    inv_depth = 1 / depth
+                    mean_inv_depth = inv_depth.mean(3, True).mean(2, True)
+
+                    T = transformation_from_parameters(
+                        axisangle[:, 0], translation[:, 0] * mean_inv_depth[:, 0], frame_id < 0)
+
+                cam_points = self.backproject_depth[source_scale](
+                    depth, inputs[("inv_K", source_scale)])
+                pix_coords = self.project_3d[source_scale](
+                    cam_points, inputs[("K", source_scale)], T)
+
+                outputs[("sample", frame_id, scale)] = pix_coords
+
+                outputs[("color", frame_id, scale)] = F.grid_sample(
+                    inputs[("color", frame_id, source_scale)],
+                    outputs[("sample", frame_id, scale)],
+                    padding_mode="border")
+
+                if not self.opt.disable_automasking:
+                    outputs[("color_identity", frame_id, scale)] = \
+                        inputs[("color", frame_id, source_scale)]
+
+    def compute_reprojection_loss(self, pred, target):
+        """Computes reprojection loss between a batch of predicted and target images
+        """
+        abs_diff = torch.abs(target - pred)
+        l1_loss = abs_diff.mean(1, True)
+
+        if self.opt.no_ssim:
+            reprojection_loss = l1_loss
+        else:
+            ssim_loss = self.ssim(pred, target).mean(1, True)
+            reprojection_loss = 0.85 * ssim_loss + 0.15 * l1_loss
+
+        return reprojection_loss
+
+    def compute_losses(self, inputs, outputs):
+        """Compute the reprojection and smoothness losses for a minibatch
+        """
+        losses = {}
+        total_loss = 0
+
+        for scale in self.opt.scales:
+            loss = 0
+            reprojection_losses = []
+
+            if self.opt.v1_multiscale:
+                source_scale = scale
+            else:
+                source_scale = 0
+
+            disp = outputs[("disp", scale)]
+            color = inputs[("color", 0, scale)]
+            target = inputs[("color", 0, source_scale)]
+
+            for frame_id in self.opt.frame_ids[1:]:
+                pred = outputs[("color", frame_id, scale)]
+                reprojection_losses.append(self.compute_reprojection_loss(pred, target))
+
+            reprojection_losses = torch.cat(reprojection_losses, 1)
+
+            if not self.opt.disable_automasking:
+                identity_reprojection_losses = []
+                for frame_id in self.opt.frame_ids[1:]:
+                    pred = inputs[("color", frame_id, source_scale)]
+                    identity_reprojection_losses.append(
+                        self.compute_reprojection_loss(pred, target))
+
+                identity_reprojection_losses = torch.cat(identity_reprojection_losses, 1)
+
+                if self.opt.avg_reprojection:
+                    identity_reprojection_loss = identity_reprojection_losses.mean(1, keepdim=True)
+                else:
+                    # save both images, and do min all at once below
+                    identity_reprojection_loss = identity_reprojection_losses
+
+            elif self.opt.predictive_mask:
+                # use the predicted mask
+                mask = outputs["predictive_mask"]["disp", scale]
+                if not self.opt.v1_multiscale:
+                    mask = F.interpolate(
+                        mask, [self.opt.height, self.opt.width],
+                        mode="bilinear", align_corners=False)
+
+                reprojection_losses *= mask
+
+                # add a loss pushing mask to 1 (using nn.BCELoss for stability)
+                weighting_loss = 0.2 * nn.BCELoss()(mask, torch.ones(mask.shape).cuda())
+                loss += weighting_loss.mean()
+
+            if self.opt.avg_reprojection:
+                reprojection_loss = reprojection_losses.mean(1, keepdim=True)
+            else:
+                reprojection_loss = reprojection_losses
+
+            if not self.opt.disable_automasking:
+                # add random numbers to break ties
+                identity_reprojection_loss += torch.randn(
+                    identity_reprojection_loss.shape).cuda() * 0.00001
+
+                combined = torch.cat((identity_reprojection_loss, reprojection_loss), dim=1)
+            else:
+                combined = reprojection_loss
+
+            if combined.shape[1] == 1:
+                to_optimise = combined
+            else:
+                to_optimise, idxs = torch.min(combined, dim=1)
+
+            if not self.opt.disable_automasking:
+                outputs["identity_selection/{}".format(scale)] = (idxs > 1).float()
+
+            loss += to_optimise.mean()
+
+            mean_disp = disp.mean(2, True).mean(3, True)
+            norm_disp = disp / (mean_disp + 1e-7)
+            smooth_loss = get_smooth_loss(norm_disp, color)
+
+            loss += self.opt.disparity_smoothness * smooth_loss / (2 ** scale)
+            total_loss += loss
+            losses["loss/{}".format(scale)] = loss
+
+        total_loss /= self.num_scales
+        losses["loss"] = total_loss
+        return losses
+
+    def compute_depth_losses(self, inputs, outputs, losses):
+        """Compute depth metrics, to allow monitoring during training
+
+        This isn't particularly accurate as it averages over the entire batch,
+        so is only used to give an indication of validation performance
+        """
+        depth_pred = outputs[("depth", 0, 0)]
+        depth_pred = torch.clamp(F.interpolate(
+            depth_pred, [375, 1242], mode="bilinear", align_corners=False), 1e-3, 80)
+        depth_pred = depth_pred.detach()
+
+        depth_gt = inputs["depth_gt"]
+        mask = depth_gt > 0
+
+        # garg/eigen crop
+        crop_mask = torch.zeros_like(mask)
+        crop_mask[:, :, 153:371, 44:1197] = 1
+        mask = mask * crop_mask
+
+        depth_gt = depth_gt[mask]
+        depth_pred = depth_pred[mask]
+        depth_pred *= torch.median(depth_gt) / torch.median(depth_pred)
+
+        depth_pred = torch.clamp(depth_pred, min=1e-3, max=80)
+
+        depth_errors = compute_depth_errors(depth_gt, depth_pred)
+
+        for i, metric in enumerate(self.depth_metric_names):
+            losses[metric] = np.array(depth_errors[i].cpu())
+
+    def log_time(self, batch_idx, duration, loss):
+        """Print a logging statement to the terminal
+        """
+        samples_per_sec = self.opt.batch_size / duration
+        time_sofar = time.time() - self.start_time
+        training_time_left = (
+            self.num_total_steps / self.step - 1.0) * time_sofar if self.step > 0 else 0
+        print_string = "epoch {:>3} | batch {:>6} | examples/s: {:5.1f}" + \
+            " | loss: {:.5f} | time elapsed: {} | time left: {}"
+        print(print_string.format(self.epoch, batch_idx, samples_per_sec, loss,
+                                  sec_to_hm_str(time_sofar), sec_to_hm_str(training_time_left)))
+
+    def log(self, mode, inputs, outputs, losses):
+        """Write an event to the tensorboard events file
+        """
+        writer = self.writers[mode]
+        for l, v in losses.items():
+            writer.add_scalar("{}".format(l), v, self.step)
+
+        for j in range(4):  # only write four images
+            for s in self.opt.scales:
+                for frame_id in self.opt.frame_ids:
+                    writer.add_image(
+                        "color_{}_{}/{}".format(frame_id, s, j),
+                        inputs[("color", frame_id, s)][j].data, self.step)
+                    if s == 0 and frame_id != 0:
+                        writer.add_image(
+                            "color_pred_{}_{}/{}".format(frame_id, s, j),
+                            outputs[("color", frame_id, s)][j].data, self.step)
+
+                writer.add_image(
+                    "disp_{}/{}".format(s, j),
+                    normalize_image(outputs[("disp", s)][j, 0]), self.step)
+
+                if self.opt.predictive_mask:
+                    writer.add_image(
+                        "predictive_mask_{}/{}".format(s, j),
+                        outputs["predictive_mask"][("disp", s)][j, 0], self.step)
+
+                elif not self.opt.disable_automasking:
+                    writer.add_image(
+                        "automask_{}/{}".format(s, j),
+                        outputs["identity_selection/{}".format(s)][j], self.step)
+
+    def save_opts(self):
+        """Save options to disk so we know what we ran this experiment with
+        """
+        models_dir = os.path.join(self.log_path, "models")
+        if not os.path.exists(models_dir):
+            os.makedirs(models_dir)
+        to_save = self.opt.__dict__.copy()
+
+        with open(os.path.join(models_dir, 'opt.json'), 'w') as f:
+            json.dump(to_save, f, indent=2)
+
+    def save_model(self):
+        """Save model weights to disk
+        """
+        save_folder = os.path.join(self.log_path, "models", "weights_{}".format(self.epoch))
+        if not os.path.exists(save_folder):
+            os.makedirs(save_folder)
+
+        for model_name, model in self.models.items():
+            save_path = os.path.join(save_folder, "{}.pth".format(model_name))
+            to_save = model.state_dict()
+            if model_name == 'encoder':
+                # save the sizes - these are needed at prediction time
+                to_save['height'] = self.opt.height
+                to_save['width'] = self.opt.width
+                to_save['use_stereo'] = self.opt.use_stereo
+            torch.save(to_save, save_path)
+
+        save_path = os.path.join(save_folder, "{}.pth".format("adam"))
+        torch.save(self.model_optimizer.state_dict(), save_path)
+
+    def load_model(self):
+        """Load model(s) from disk
+        """
+        self.opt.load_weights_folder = os.path.expanduser(self.opt.load_weights_folder)
+
+        assert os.path.isdir(self.opt.load_weights_folder), \
+            "Cannot find folder {}".format(self.opt.load_weights_folder)
+        print("loading model from folder {}".format(self.opt.load_weights_folder))
+
+        for n in self.opt.models_to_load:
+            print("Loading {} weights...".format(n))
+            path = os.path.join(self.opt.load_weights_folder, "{}.pth".format(n))
+            model_dict = self.models[n].state_dict()
+            pretrained_dict = torch.load(path)
+            pretrained_dict = {k: v for k, v in pretrained_dict.items() if k in model_dict}
+            model_dict.update(pretrained_dict)
+            self.models[n].load_state_dict(model_dict)
+
+        # loading adam state
+        optimizer_load_path = os.path.join(self.opt.load_weights_folder, "adam.pth")
+        if os.path.isfile(optimizer_load_path):
+            print("Loading Adam weights")
+            optimizer_dict = torch.load(optimizer_load_path)
+            self.model_optimizer.load_state_dict(optimizer_dict)
+        else:
+            print("Cannot find Adam weights so Adam is randomly initialized")
diff --git a/deps/monodepth2/utils.py b/deps/monodepth2/utils.py
new file mode 100644
index 0000000..c6dc163
--- /dev/null
+++ b/deps/monodepth2/utils.py
@@ -0,0 +1,105 @@
+# Copyright Niantic 2019. Patent Pending. All rights reserved.
+#
+# This software is licensed under the terms of the Monodepth2 licence
+# which allows for non-commercial use only, the full terms of which are made
+# available in the LICENSE file.
+
+from __future__ import absolute_import, division, print_function
+import os
+import hashlib
+import zipfile
+from six.moves import urllib
+
+
+def readlines(filename):
+    """Read all the lines in a text file and return as a list
+    """
+    with open(filename, 'r') as f:
+        lines = f.read().splitlines()
+    return lines
+
+
+def normalize_image(x):
+    """Rescale image pixels to span range [0, 1]
+    """
+    ma = float(x.max().cpu().data)
+    mi = float(x.min().cpu().data)
+    d = ma - mi if ma != mi else 1e5
+    return (x - mi) / d
+
+
+def sec_to_hm(t):
+    """Convert time in seconds to time in hours, minutes and seconds
+    e.g. 10239 -> (2, 50, 39)
+    """
+    t = int(t)
+    s = t % 60
+    t //= 60
+    m = t % 60
+    t //= 60
+    return t, m, s
+
+
+def sec_to_hm_str(t):
+    """Convert time in seconds to a nice string
+    e.g. 10239 -> '02h50m39s'
+    """
+    h, m, s = sec_to_hm(t)
+    return "{:02d}h{:02d}m{:02d}s".format(h, m, s)
+
+
+def download_model_if_doesnt_exist(model_name):
+    """If pretrained kitti model doesn't exist, download and unzip it
+    """
+    # values are tuples of (<dropbox URL>, <md5 checksum>)
+    download_paths = {
+        "mono_640x192":
+            ("https://www.dropbox.com/s/vwqzo60c8lh76bp/mono_640x192.zip?dl=1",
+             "a964b8356e08a02d009609d9e3928f7c"),
+        "stereo_640x192":
+            ("https://www.dropbox.com/s/677tw1sdbhj18qk/stereo_640x192.zip?dl=1",
+             "3dfb76bcff0786e4ec07ac00f658dd07"),
+        "mono+stereo_640x192":
+            ("https://www.dropbox.com/s/fvrkipsvbtbk6bw/mono%2Bstereo_640x192.zip?dl=1",
+             "c024d69012485ed05d7eaa9617a96b81"),
+        "mono_1024x320":
+            ("https://www.dropbox.com/s/nt1sripjmvalivn/mono_1024x320.zip?dl=1",
+             "0ab0766efdfeea89a0d9ea8ba90e1e63"),
+        "stereo_1024x320":
+            ("https://www.dropbox.com/s/waph78vw4ciw2b2/stereo_1024x320.zip?dl=1",
+             "afc2f2126d70cf3fdf26b550898b501a"),
+        "mono+stereo_1024x320":
+            ("https://www.dropbox.com/s/lfj7tw6k3wh22h4/mono%2Bstereo_1024x320.zip?dl=1",
+             "cdc5fc9b23513c07d5b19235d9ef08f7"),
+        }
+
+    if not os.path.exists("models"):
+        os.makedirs("models")
+
+    model_path = os.path.join("models", model_name)
+
+    def check_file_matches_md5(checksum, fpath):
+        if not os.path.exists(fpath):
+            return False
+        with open(fpath, 'rb') as f:
+            current_md5checksum = hashlib.md5(f.read()).hexdigest()
+        return current_md5checksum == checksum
+
+    # see if we have the model already downloaded...
+    if not os.path.exists(os.path.join(model_path, "encoder.pth")):
+
+        model_url, required_md5checksum = download_paths[model_name]
+
+        if not check_file_matches_md5(required_md5checksum, model_path + ".zip"):
+            print("-> Downloading pretrained model to {}".format(model_path + ".zip"))
+            urllib.request.urlretrieve(model_url, model_path + ".zip")
+
+        if not check_file_matches_md5(required_md5checksum, model_path + ".zip"):
+            print("   Failed to download a file which matches the checksum - quitting")
+            quit()
+
+        print("   Unzipping model...")
+        with zipfile.ZipFile(model_path + ".zip", 'r') as f:
+            f.extractall(model_path)
+
+        print("   Model unzipped to {}".format(model_path))

From a166168ae966b878d680077ebd23da6632ed2dfe Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Thu, 2 May 2019 17:10:28 +0100
Subject: [PATCH 02/41] Fix broken link

---
 deps/monodepth2/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index 7d09358..2c19fd4 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -186,7 +186,7 @@ The three different values possible for `eval_split` are explained here:
 | `--eval_split`        | Test set size | For models trained with... | Description  |
 |-----------------------|---------------|----------------------------|--------------|
 | **`eigen`**           | 697           | `--split eigen_zhou` (default) or `--split eigen_full` | The standard Eigen test files |
-| **`eigen_benchmark`** | 652           | `--split eigen_zhou` (default) or `--split eigen_full`  | Evaluate with the improved ground truth from the [new KITTI depth benchmark](http://www.cvlibs.netasets/kitti/eval_depth.php?ark=depth_prediction) |
+| **`eigen_benchmark`** | 652           | `--split eigen_zhou` (default) or `--split eigen_full`  | Evaluate with the improved ground truth from the [new KITTI depth benchmark](http://www.cvlibs.net/datasets/kitti/eval_depth.php?benchmark=depth_prediction) |
 | **`benchmark`**       | 500           | `--split benchmark`        | The [new KITTI depth benchmark](http://www.cvlibs.net/datasets/kitti/eval_depth.php?benchmark=depth_prediction) test files. |
 
 Because no ground truth is available for the new KITTI depth benchmark, no scores will be reported  when `--eval_split benchmark` is set.

From 8c6978872328b7f420aa15bc4a3885985a6c7614 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Thu, 2 May 2019 17:31:49 +0100
Subject: [PATCH 03/41] Removed GPU specification in odometry experiments

---
 deps/monodepth2/experiments/odom_experiments.sh | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/deps/monodepth2/experiments/odom_experiments.sh b/deps/monodepth2/experiments/odom_experiments.sh
index 3f74d65..0c0b289 100755
--- a/deps/monodepth2/experiments/odom_experiments.sh
+++ b/deps/monodepth2/experiments/odom_experiments.sh
@@ -3,21 +3,21 @@
 # We assume this has been extraced to the folder ../kitti_data_odom
 
 # Standard mono odometry model.
-CUDA_VISIBLE_DEVICES=2 python ../train.py --model_name M_odom \
+python ../train.py --model_name M_odom \
   --split odom --dataset kitti_odom --data_path ../kitti_data_odom
 
 # Mono odometry model without Imagenet pretraining
-CUDA_VISIBLE_DEVICES=2 python ../train.py --model_name M_odom_no_pt \
+python ../train.py --model_name M_odom_no_pt \
   --split odom --dataset kitti_odom --data_path ../kitti_data_odom \
   --weights_init scratch --num_epochs 30
 
 # Mono + stereo odometry model
-CUDA_VISIBLE_DEVICES=2 python ../train.py --model_name MS_odom \
+python ../train.py --model_name MS_odom \
   --split odom --dataset kitti_odom --data_path ../kitti_data_odom \
   --use_stereo
 
 # Mono + stereo odometry model without Imagenet pretraining
-CUDA_VISIBLE_DEVICES=2 python ../train.py --model_name MS_odom_no_pt \
+python ../train.py --model_name MS_odom_no_pt \
   --split odom --dataset kitti_odom --data_path ../kitti_data_odom \
   --use_stereo \
   --weights_init scratch --num_epochs 30

From 8ec01fbd0079fe3b9929ff06d207e25dfe1ff076 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Tue, 7 May 2019 13:05:58 +0100
Subject: [PATCH 04/41] Changed from Dropbox to Google Cloud hosting to fix
 bandwidth problems

---
 deps/monodepth2/README.md | 24 ++++++++++++------------
 deps/monodepth2/utils.py  | 14 +++++++-------
 2 files changed, 19 insertions(+), 19 deletions(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index 2c19fd4..e64e170 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -59,12 +59,12 @@ We provide the following  options for `--model_name`:
 
 | `--model_name`          | Training modality | Native model resolution  | KITTI abs. rel. error |  delta < 1.25  |
 |-------------------------|-------------------|--------------------------|-----------------------|----------------|
-| [`mono_640x192`](https://www.dropbox.com/s/vwqzo60c8lh76bp/mono_640x192.zip?dl=1)          | Mono              | 640 x 192                | 0.115                 | 0.877          |
-| [`stereo_640x192`](https://www.dropbox.com/s/677tw1sdbhj18qk/stereo_640x192.zip?dl=1)        | Stereo            | 640 x 192                | 0.109                 | 0.864          |
-| [`mono+stereo_640x192`](https://www.dropbox.com/s/fvrkipsvbtbk6bw/mono%2Bstereo_640x192.zip?dl=1)   | Mono + Stereo     | 640 x 192                | 0.106                 | 0.874          |
-| [`mono_1024x320`](https://www.dropbox.com/s/nt1sripjmvalivn/mono_1024x320.zip?dl=1)         | Mono              | 1024 x 320               | 0.115                 | 0.879          |
-| [`stereo_1024x320`](https://www.dropbox.com/s/waph78vw4ciw2b2/stereo_1024x320.zip?dl=1)       | Stereo            | 1024 x 320               | 0.107                 | 0.874          |
-| [`mono+stereo_1024x320`](https://www.dropbox.com/s/lfj7tw6k3wh22h4/mono%2Bstereo_1024x320.zip?dl=1)  | Mono + Stereo     | 1024 x 320               | 0.106                 | 0.876          |
+| [`mono_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_640x192.zip)          | Mono              | 640 x 192                | 0.115                 | 0.877          |
+| [`stereo_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_640x192.zip)        | Stereo            | 640 x 192                | 0.109                 | 0.864          |
+| [`mono+stereo_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_640x192.zip)   | Mono + Stereo     | 640 x 192                | 0.106                 | 0.874          |
+| [`mono_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_1024x320.zip)         | Mono              | 1024 x 320               | 0.115                 | 0.879          |
+| [`stereo_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_1024x320.zip)       | Stereo            | 1024 x 320               | 0.107                 | 0.874          |
+| [`mono+stereo_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_1024x320.zip)  | Mono + Stereo     | 1024 x 320               | 0.106                 | 0.876          |
 
 
 ## 💾 KITTI training data
@@ -230,12 +230,12 @@ You can download our precomputed disparity predictions from the following links:
 
 | Training modality | Input size  | `.npy` filesize | Eigen disparities                                                                             |
 |-------------------|-------------|-----------------|-----------------------------------------------------------------------------------------------|
-| Mono              | 640 x 192   | 343 MB          | [Download 🔗](https://www.dropbox.com/s/fygn3n4xa6dcbch/mono_640x192_eigen.npy?dl=1)           |
-| Stereo            | 640 x 192   | 343 MB          | [Download 🔗](https://www.dropbox.com/s/u18u5kfwbz856e1/stereo_640x192_eigen.npy?dl=1)         |
-| Mono + Stereo     | 640 x 192   | 343 MB          | [Download 🔗](https://www.dropbox.com/s/ypom4fofkdrcswq/mono%2Bstereo_640x192_eigen.npy?dl=1)  |
-| Mono              | 1024 x 320  | 914 MB          | [Download 🔗](https://www.dropbox.com/s/g9ybl2tap75va40/mono_1024x320_eigen.npy?dl=1)          |
-| Stereo            | 1024 x 320  | 914 MB          | [Download 🔗](https://www.dropbox.com/s/p4m0i89jvdr2xz3/stereo_1024x320_eigen.npy?dl=1)        |
-| Mono + Stereo     | 1024 x 320  | 914 MB          | [Download 🔗](https://www.dropbox.com/s/kjri31d8bpiowxs/mono%2Bstereo_1024x320_eigen.npy?dl=1) |
+| Mono              | 640 x 192   | 343 MB          | [Download 🔗](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_640x192_eigen.npy)           |
+| Stereo            | 640 x 192   | 343 MB          | [Download 🔗](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_640x192_eigen.npy)         |
+| Mono + Stereo     | 640 x 192   | 343 MB          | [Download 🔗](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_640x192_eigen.npy)  |
+| Mono              | 1024 x 320  | 914 MB          | [Download 🔗](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_1024x320_eigen.npy)          |
+| Stereo            | 1024 x 320  | 914 MB          | [Download 🔗](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_1024x320_eigen.npy)        |
+| Mono + Stereo     | 1024 x 320  | 914 MB          | [Download 🔗](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_1024x320_eigen.npy) |
 
 
 
diff --git a/deps/monodepth2/utils.py b/deps/monodepth2/utils.py
index c6dc163..0131158 100644
--- a/deps/monodepth2/utils.py
+++ b/deps/monodepth2/utils.py
@@ -51,25 +51,25 @@ def sec_to_hm_str(t):
 def download_model_if_doesnt_exist(model_name):
     """If pretrained kitti model doesn't exist, download and unzip it
     """
-    # values are tuples of (<dropbox URL>, <md5 checksum>)
+    # values are tuples of (<google cloud URL>, <md5 checksum>)
     download_paths = {
         "mono_640x192":
-            ("https://www.dropbox.com/s/vwqzo60c8lh76bp/mono_640x192.zip?dl=1",
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_640x192.zip",
              "a964b8356e08a02d009609d9e3928f7c"),
         "stereo_640x192":
-            ("https://www.dropbox.com/s/677tw1sdbhj18qk/stereo_640x192.zip?dl=1",
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_640x192.zip",
              "3dfb76bcff0786e4ec07ac00f658dd07"),
         "mono+stereo_640x192":
-            ("https://www.dropbox.com/s/fvrkipsvbtbk6bw/mono%2Bstereo_640x192.zip?dl=1",
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_640x192.zip",
              "c024d69012485ed05d7eaa9617a96b81"),
         "mono_1024x320":
-            ("https://www.dropbox.com/s/nt1sripjmvalivn/mono_1024x320.zip?dl=1",
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_1024x320.zip",
              "0ab0766efdfeea89a0d9ea8ba90e1e63"),
         "stereo_1024x320":
-            ("https://www.dropbox.com/s/waph78vw4ciw2b2/stereo_1024x320.zip?dl=1",
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_1024x320.zip",
              "afc2f2126d70cf3fdf26b550898b501a"),
         "mono+stereo_1024x320":
-            ("https://www.dropbox.com/s/lfj7tw6k3wh22h4/mono%2Bstereo_1024x320.zip?dl=1",
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_1024x320.zip",
              "cdc5fc9b23513c07d5b19235d9ef08f7"),
         }
 

From 647a1478882f7327096cd71b87c70206c2d019b9 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Thu, 9 May 2019 14:40:54 +0100
Subject: [PATCH 05/41] Replace deprecated scipy.misc.imresize with
 skimage.transform.resize

---
 deps/monodepth2/datasets/kitti_dataset.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/deps/monodepth2/datasets/kitti_dataset.py b/deps/monodepth2/datasets/kitti_dataset.py
index 4dac463..380d2cc 100644
--- a/deps/monodepth2/datasets/kitti_dataset.py
+++ b/deps/monodepth2/datasets/kitti_dataset.py
@@ -7,7 +7,7 @@
 from __future__ import absolute_import, division, print_function
 
 import os
-import scipy.misc
+import skimage.transform
 import numpy as np
 import PIL.Image as pil
 
@@ -71,7 +71,8 @@ def get_depth(self, folder, frame_index, side, do_flip):
             "velodyne_points/data/{:010d}.bin".format(int(frame_index)))
 
         depth_gt = generate_depth_map(calib_path, velo_filename, self.side_map[side])
-        depth_gt = scipy.misc.imresize(depth_gt, self.full_res_shape[::-1], "nearest")
+        depth_gt = skimage.transform.resize(
+            depth_gt, self.full_res_shape[::-1], order=0, preserve_range=True, mode='constant')
 
         if do_flip:
             depth_gt = np.fliplr(depth_gt)

From 683bdf828106eb46d8bf00eb676e761aedc2eecc Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Mon, 13 May 2019 12:51:43 +0100
Subject: [PATCH 06/41] Using try/except instead of 'if' to fix augmentation
 runtime error

---
 deps/monodepth2/datasets/mono_dataset.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/deps/monodepth2/datasets/mono_dataset.py b/deps/monodepth2/datasets/mono_dataset.py
index 4d890c0..a381934 100644
--- a/deps/monodepth2/datasets/mono_dataset.py
+++ b/deps/monodepth2/datasets/mono_dataset.py
@@ -64,13 +64,16 @@ def __init__(self,
         self.loader = pil_loader
         self.to_tensor = transforms.ToTensor()
 
-        # Need to specify augmentations differently in pytorch 1.0 compared with 0.4
-        if int(torch.__version__.split('.')[0]) > 0:
+        # We need to specify augmentations differently in newer versions of torchvision.
+        # We first try the newer tuple version; if this fails we fall back to scalars
+        try:
             self.brightness = (0.8, 1.2)
             self.contrast = (0.8, 1.2)
             self.saturation = (0.8, 1.2)
             self.hue = (-0.1, 0.1)
-        else:
+            transforms.ColorJitter.get_params(
+                self.brightness, self.contrast, self.saturation, self.hue)
+        except TypeError:
             self.brightness = 0.2
             self.contrast = 0.2
             self.saturation = 0.2

From e2e38c86387023d2b3f88f6ac97413765a19936b Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Mon, 20 May 2019 16:37:56 +0100
Subject: [PATCH 07/41] Added non-pretrained models

---
 deps/monodepth2/README.md      | 19 +++++++++++--------
 deps/monodepth2/test_simple.py |  3 +++
 deps/monodepth2/utils.py       |  9 +++++++++
 3 files changed, 23 insertions(+), 8 deletions(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index e64e170..d9497d7 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -57,14 +57,17 @@ On its first run this will download the `mono+stereo_640x192` pretrained model (
 We provide the following  options for `--model_name`:
 
 
-| `--model_name`          | Training modality | Native model resolution  | KITTI abs. rel. error |  delta < 1.25  |
-|-------------------------|-------------------|--------------------------|-----------------------|----------------|
-| [`mono_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_640x192.zip)          | Mono              | 640 x 192                | 0.115                 | 0.877          |
-| [`stereo_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_640x192.zip)        | Stereo            | 640 x 192                | 0.109                 | 0.864          |
-| [`mono+stereo_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_640x192.zip)   | Mono + Stereo     | 640 x 192                | 0.106                 | 0.874          |
-| [`mono_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_1024x320.zip)         | Mono              | 1024 x 320               | 0.115                 | 0.879          |
-| [`stereo_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_1024x320.zip)       | Stereo            | 1024 x 320               | 0.107                 | 0.874          |
-| [`mono+stereo_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_1024x320.zip)  | Mono + Stereo     | 1024 x 320               | 0.106                 | 0.876          |
+| `--model_name`          | Training modality | Imagenet pretrained? | Model resolution  | KITTI abs. rel. error |  delta < 1.25  |
+|-------------------------|-------------------|--------------------------|-----------------|------|----------------|
+| [`mono_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_640x192.zip)          | Mono              | Yes | 640 x 192                | 0.115                 | 0.877          |
+| [`stereo_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_640x192.zip)        | Stereo            | Yes | 640 x 192                | 0.109                 | 0.864          |
+| [`mono+stereo_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_640x192.zip)   | Mono + Stereo     | Yes | 640 x 192                | 0.106                 | 0.874          |
+| [`mono_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_1024x320.zip)         | Mono              | Yes | 1024 x 320               | 0.115                 | 0.879          |
+| [`stereo_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_1024x320.zip)       | Stereo            | Yes | 1024 x 320               | 0.107                 | 0.874          |
+| [`mono+stereo_1024x320`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_1024x320.zip)  | Mono + Stereo     | Yes | 1024 x 320               | 0.106                 | 0.876          |
+| [`mono_no_pt_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_no_pt_640x192.zip)          | Mono              | No | 640 x 192                | 0.132                 | 0.845          |
+| [`stereo_no_pt_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_no_pt_640x192.zip)        | Stereo            | No | 640 x 192                | 0.130                 | 0.831          |
+| [`mono+stereo_no_pt_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_no_pt_640x192.zip)   | Mono + Stereo     | No | 640 x 192                | 0.127                 | 0.836          |
 
 
 ## 💾 KITTI training data
diff --git a/deps/monodepth2/test_simple.py b/deps/monodepth2/test_simple.py
index 7341e1a..fff6c5f 100644
--- a/deps/monodepth2/test_simple.py
+++ b/deps/monodepth2/test_simple.py
@@ -35,6 +35,9 @@ def parse_args():
                             "mono_640x192",
                             "stereo_640x192",
                             "mono+stereo_640x192",
+                            "mono_no_pt_640x192",
+                            "stereo_no_pt_640x192",
+                            "mono+stereo_no_pt_640x192",
                             "mono_1024x320",
                             "stereo_1024x320",
                             "mono+stereo_1024x320"])
diff --git a/deps/monodepth2/utils.py b/deps/monodepth2/utils.py
index 0131158..e309cf7 100644
--- a/deps/monodepth2/utils.py
+++ b/deps/monodepth2/utils.py
@@ -62,6 +62,15 @@ def download_model_if_doesnt_exist(model_name):
         "mono+stereo_640x192":
             ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_640x192.zip",
              "c024d69012485ed05d7eaa9617a96b81"),
+        "mono_no_pt_640x192":
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_no_pt_640x192.zip",
+             "9c2f071e35027c895a4728358ffc913a"),
+        "stereo_no_pt_640x192":
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_no_pt_640x192.zip",
+             "41ec2de112905f85541ac33a854742d1"),
+        "mono+stereo_no_pt_640x192":
+            ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_no_pt_640x192.zip",
+             "46c3b824f541d143a45c37df65fbab0a"),
         "mono_1024x320":
             ("https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_1024x320.zip",
              "0ab0766efdfeea89a0d9ea8ba90e1e63"),

From 9f615539b4d25980f35495a976edc479e2c4373e Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Cl=C3=A9ment=20Godard?= <mr.haricot@gmail.com>
Date: Mon, 20 May 2019 10:18:13 -0700
Subject: [PATCH 08/41] Fixed block type for resnet50

---
 deps/monodepth2/networks/resnet_encoder.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/deps/monodepth2/networks/resnet_encoder.py b/deps/monodepth2/networks/resnet_encoder.py
index 565038b..734185f 100644
--- a/deps/monodepth2/networks/resnet_encoder.py
+++ b/deps/monodepth2/networks/resnet_encoder.py
@@ -48,8 +48,8 @@ def resnet_multiimage_input(num_layers, pretrained=False, num_input_images=1):
     """
     assert num_layers in [18, 50], "Can only run with 18 or 50 layer resnet"
     blocks = {18: [2, 2, 2, 2], 50: [3, 4, 6, 3]}[num_layers]
-    model = ResNetMultiImageInput(
-        models.resnet.BasicBlock, blocks, num_input_images=num_input_images)
+    block_type = {18: models.resnet.BasicBloc, 50: models.resnet.Bottleneck}[num_layers]
+    model = ResNetMultiImageInput(block_type, blocks, num_input_images=num_input_images)
 
     if pretrained:
         loaded = model_zoo.load_url(models.resnet.model_urls['resnet{}'.format(num_layers)])

From 902e1fc755bd55cabe3a7e594a1d5328ac07557e Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Wed, 22 May 2019 12:59:32 +0100
Subject: [PATCH 09/41] Fixing typo

---
 deps/monodepth2/networks/resnet_encoder.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/networks/resnet_encoder.py b/deps/monodepth2/networks/resnet_encoder.py
index 734185f..9c94418 100644
--- a/deps/monodepth2/networks/resnet_encoder.py
+++ b/deps/monodepth2/networks/resnet_encoder.py
@@ -48,7 +48,7 @@ def resnet_multiimage_input(num_layers, pretrained=False, num_input_images=1):
     """
     assert num_layers in [18, 50], "Can only run with 18 or 50 layer resnet"
     blocks = {18: [2, 2, 2, 2], 50: [3, 4, 6, 3]}[num_layers]
-    block_type = {18: models.resnet.BasicBloc, 50: models.resnet.Bottleneck}[num_layers]
+    block_type = {18: models.resnet.BasicBlock, 50: models.resnet.Bottleneck}[num_layers]
     model = ResNetMultiImageInput(block_type, blocks, num_input_images=num_input_images)
 
     if pretrained:

From bcfc0d98ac9c54de4d2557e4dafa47e8decf68bc Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Wed, 29 May 2019 10:54:52 +0100
Subject: [PATCH 10/41] Now compatible with tensorboardX 1.7, and fixed
 predictive mask logging

---
 deps/monodepth2/trainer.py | 12 +++++++-----
 1 file changed, 7 insertions(+), 5 deletions(-)

diff --git a/deps/monodepth2/trainer.py b/deps/monodepth2/trainer.py
index cdb8398..3866ee7 100644
--- a/deps/monodepth2/trainer.py
+++ b/deps/monodepth2/trainer.py
@@ -553,17 +553,19 @@ def log(self, mode, inputs, outputs, losses):
 
                 writer.add_image(
                     "disp_{}/{}".format(s, j),
-                    normalize_image(outputs[("disp", s)][j, 0]), self.step)
+                    normalize_image(outputs[("disp", s)][j]), self.step)
 
                 if self.opt.predictive_mask:
-                    writer.add_image(
-                        "predictive_mask_{}/{}".format(s, j),
-                        outputs["predictive_mask"][("disp", s)][j, 0], self.step)
+                    for f_idx, frame_id in enumerate(self.opt.frame_ids[1:]):
+                        writer.add_image(
+                            "predictive_mask_{}_{}/{}".format(frame_id, s, j),
+                            outputs["predictive_mask"][("disp", s)][j, f_idx][None, ...],
+                            self.step)
 
                 elif not self.opt.disable_automasking:
                     writer.add_image(
                         "automask_{}/{}".format(s, j),
-                        outputs["identity_selection/{}".format(s)][j], self.step)
+                        outputs["identity_selection/{}".format(s)][j][None, ...], self.step)
 
     def save_opts(self):
         """Save options to disk so we know what we ran this experiment with

From b38ea1e8c4809c0b160423efe91fe08dda6ae83e Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Fri, 31 May 2019 11:40:37 +0100
Subject: [PATCH 11/41] Added links to odometry models

---
 deps/monodepth2/README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index d9497d7..b61cfaa 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -69,6 +69,7 @@ We provide the following  options for `--model_name`:
 | [`stereo_no_pt_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/stereo_no_pt_640x192.zip)        | Stereo            | No | 640 x 192                | 0.130                 | 0.831          |
 | [`mono+stereo_no_pt_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_no_pt_640x192.zip)   | Mono + Stereo     | No | 640 x 192                | 0.127                 | 0.836          |
 
+You can also download models trained on the odometry split with [monocular](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_odom_640x192.zip) and [mono+stereo](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_odom_640x192.zip) training modalities.
 
 ## 💾 KITTI training data
 

From c2f19cfa51da032f84b4fe188b7e923a60e2ca1a Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Mon, 3 Jun 2019 09:37:53 +0100
Subject: [PATCH 12/41] Fixing logging for small batch sizes

---
 deps/monodepth2/trainer.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/trainer.py b/deps/monodepth2/trainer.py
index 3866ee7..9cd22c0 100644
--- a/deps/monodepth2/trainer.py
+++ b/deps/monodepth2/trainer.py
@@ -540,7 +540,7 @@ def log(self, mode, inputs, outputs, losses):
         for l, v in losses.items():
             writer.add_scalar("{}".format(l), v, self.step)
 
-        for j in range(4):  # only write four images
+        for j in range(min(4, self.opt.batch_size)):  # write a maxmimum of four images
             for s in self.opt.scales:
                 for frame_id in self.opt.frame_ids:
                     writer.add_image(

From 727bd86369b44874d0637dad2b8ce285b4aa63fd Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Mon, 3 Jun 2019 10:20:58 +0100
Subject: [PATCH 13/41] Fixed bug in model to load in ipynb

---
 deps/monodepth2/depth_prediction_example.ipynb | 10 +++++-----
 1 file changed, 5 insertions(+), 5 deletions(-)

diff --git a/deps/monodepth2/depth_prediction_example.ipynb b/deps/monodepth2/depth_prediction_example.ipynb
index 252d325..9306160 100644
--- a/deps/monodepth2/depth_prediction_example.ipynb
+++ b/deps/monodepth2/depth_prediction_example.ipynb
@@ -44,21 +44,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Downloading pretrained model to models/mono_192x640.zip\n",
-      "Unzipping model...\n",
-      "Model unzipped to models/mono_192x640\n"
+      "-> Downloading pretrained model to models/mono_640x192.zip\n",
+      "   Unzipping model...\n",
+      "   Model unzipped to models/mono_640x192\n"
      ]
     }
    ],
    "source": [
-    "model_name = \"mono_192x640\"\n",
+    "model_name = \"mono_640x192\"\n",
     "\n",
     "download_model_if_doesnt_exist(model_name)\n",
     "encoder_path = os.path.join(\"models\", model_name, \"encoder.pth\")\n",

From 88ba4a8278f28a3b2311b2157342d47b1afb2d17 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Tue, 11 Jun 2019 14:05:04 +0100
Subject: [PATCH 14/41] Saving colormapped image using pil rather than plt, in
 attempt to fix formatting bug

---
 deps/monodepth2/test_simple.py | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/deps/monodepth2/test_simple.py b/deps/monodepth2/test_simple.py
index fff6c5f..3630d73 100644
--- a/deps/monodepth2/test_simple.py
+++ b/deps/monodepth2/test_simple.py
@@ -12,8 +12,8 @@
 import argparse
 import numpy as np
 import PIL.Image as pil
-
-import matplotlib.pyplot as plt
+import matplotlib as mpl
+import matplotlib.cm as cm
 
 import torch
 from torchvision import transforms, datasets
@@ -136,8 +136,13 @@ def test_simple(args):
             # Saving colormapped depth image
             disp_resized_np = disp_resized.squeeze().cpu().numpy()
             vmax = np.percentile(disp_resized_np, 95)
+            normalizer = mpl.colors.Normalize(vmin=disp_resized_np.min(), vmax=vmax)
+            mapper = cm.ScalarMappable(norm=normalizer, cmap='magma')
+            colormapped_im = (mapper.to_rgba(disp_resized_np)[:, :, :3] * 255).astype(np.uint8)
+            im = pil.fromarray(colormapped_im)
+
             name_dest_im = os.path.join(output_directory, "{}_disp.jpg".format(output_name))
-            plt.imsave(name_dest_im, disp_resized_np, cmap='magma', vmax=vmax)
+            im.save(name_dest_im)
 
             print("   Processed {:d} of {:d} images - saved prediction to {}".format(
                 idx + 1, len(paths), name_dest_im))

From 4bcd5196999e047a7e0209211a92113fe9aae92e Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Tue, 11 Jun 2019 14:15:59 +0100
Subject: [PATCH 15/41] jpg -> jpeg (might be more pillow compatible)

---
 deps/monodepth2/test_simple.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/test_simple.py b/deps/monodepth2/test_simple.py
index 3630d73..f4dd774 100644
--- a/deps/monodepth2/test_simple.py
+++ b/deps/monodepth2/test_simple.py
@@ -141,7 +141,7 @@ def test_simple(args):
             colormapped_im = (mapper.to_rgba(disp_resized_np)[:, :, :3] * 255).astype(np.uint8)
             im = pil.fromarray(colormapped_im)
 
-            name_dest_im = os.path.join(output_directory, "{}_disp.jpg".format(output_name))
+            name_dest_im = os.path.join(output_directory, "{}_disp.jpeg".format(output_name))
             im.save(name_dest_im)
 
             print("   Processed {:d} of {:d} images - saved prediction to {}".format(

From e3ff72659bf597e20a3d4623691f48b720ad7c10 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Tue, 18 Jun 2019 10:47:09 +0100
Subject: [PATCH 16/41] Improved README odometry training instructions

---
 deps/monodepth2/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index b61cfaa..3317957 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -215,7 +215,7 @@ Setting the `--eval_stereo` flag when evaluating will automatically disable medi
 
 **⤴️⤵️ Odometry evaluation**
 
-We include code for evaluating poses predicted by models trained with `--split odom`.
+We include code for evaluating poses predicted by models trained with `--split odom --dataset kitti_odom --data_path /path/to/kitti/odometry/dataset`.
 
 For this evaluation, the [KITTI odometry dataset](http://www.cvlibs.net/datasets/kitti/eval_odometry.php) **(color, 65GB)** and **ground truth poses** zip files must be downloaded.
 As above, we assume that the pngs have been converted to jpgs.

From 8636f75e3a5b2807617cfdb725d05fa9df1643c1 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Tue, 18 Jun 2019 16:15:04 +0100
Subject: [PATCH 17/41] Added resnet50 models to README

---
 deps/monodepth2/README.md | 1 +
 1 file changed, 1 insertion(+)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index 3317957..569050b 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -70,6 +70,7 @@ We provide the following  options for `--model_name`:
 | [`mono+stereo_no_pt_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_no_pt_640x192.zip)   | Mono + Stereo     | No | 640 x 192                | 0.127                 | 0.836          |
 
 You can also download models trained on the odometry split with [monocular](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_odom_640x192.zip) and [mono+stereo](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_odom_640x192.zip) training modalities.
+Finally, we provide resnet 50 depth estimation models trained with [ImageNet pretrained weights](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_640x192.zip) and [trained from scratch](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_no_pt_640x192.zip).
 
 ## 💾 KITTI training data
 

From 7b8bee34f9a3966e868df7629cdcac893f41602d Mon Sep 17 00:00:00 2001
From: Daniyar Turmukhambetov
 <44181319+daniyar-niantic@users.noreply.github.com>
Date: Mon, 19 Aug 2019 17:53:51 +0100
Subject: [PATCH 18/41] Update layers.py

Setting requires_grad flag for nn.Parameter to make it not optimizable during training.
---
 deps/monodepth2/layers.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/deps/monodepth2/layers.py b/deps/monodepth2/layers.py
index 0fcb473..070cadb 100644
--- a/deps/monodepth2/layers.py
+++ b/deps/monodepth2/layers.py
@@ -148,14 +148,17 @@ def __init__(self, batch_size, height, width):
 
         meshgrid = np.meshgrid(range(self.width), range(self.height), indexing='xy')
         self.id_coords = np.stack(meshgrid, axis=0).astype(np.float32)
-        self.id_coords = nn.Parameter(torch.from_numpy(self.id_coords))
+        self.id_coords = nn.Parameter(torch.from_numpy(self.id_coords),
+                                      requires_grad=False)
 
-        self.ones = nn.Parameter(torch.ones(self.batch_size, 1, self.height * self.width))
+        self.ones = nn.Parameter(torch.ones(self.batch_size, 1, self.height * self.width),
+                                 requires_grad=False)
 
         self.pix_coords = torch.unsqueeze(torch.stack(
             [self.id_coords[0].view(-1), self.id_coords[1].view(-1)], 0), 0)
         self.pix_coords = self.pix_coords.repeat(batch_size, 1, 1)
-        self.pix_coords = nn.Parameter(torch.cat([self.pix_coords, self.ones], 1))
+        self.pix_coords = nn.Parameter(torch.cat([self.pix_coords, self.ones], 1),
+                                       requires_grad=False)
 
     def forward(self, depth, inv_K):
         cam_points = torch.matmul(inv_K[:, :3, :3], self.pix_coords)

From 8b43f5d79b490d80c4dc4f8d7c88c6b3d4de16be Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Cl=C3=A9ment=20Godard?= <mr.haricot@gmail.com>
Date: Mon, 19 Aug 2019 18:42:13 -0700
Subject: [PATCH 19/41] Changed bibtex to ICCV 19

---
 deps/monodepth2/README.md | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index 569050b..8c4b86f 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -23,8 +23,9 @@ If you find our work useful in your research please consider citing our paper:
                Oisin {Mac Aodha} and
                Michael Firman and
                Gabriel J. Brostow},
-  journal = {arXiv:1806.01260},
-  year = {2018}
+  booktitle = {The International Conference on Computer Vision (ICCV)},
+  month = {October},
+year = {2019}
 }
 ```
 

From 2d5ade11f513aae45d7ba2525e9ec6667856d734 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Cl=C3=A9ment=20Godard?= <mr.haricot@gmail.com>
Date: Mon, 26 Aug 2019 14:18:34 -0700
Subject: [PATCH 20/41] Update README.md

---
 deps/monodepth2/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index 8c4b86f..0c1b1ad 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -6,7 +6,7 @@ This is the reference PyTorch implementation for training and testing depth esti
 >
 > [Clément Godard](http://www0.cs.ucl.ac.uk/staff/C.Godard/), [Oisin Mac Aodha](http://vision.caltech.edu/~macaodha/), [Michael Firman](http://www.michaelfirman.co.uk) and [Gabriel J. Brostow](http://www0.cs.ucl.ac.uk/staff/g.brostow/)  
 >
-> [arXiv 2018](https://arxiv.org/abs/1806.01260)
+> [ICCV 2019](https://arxiv.org/abs/1806.01260)
 
 <p align="center">
   <img src="assets/teaser.gif" alt="example input output gif" width="600" />

From 0f051af5d79c4cb7aad8ebd65ff3e338c8406387 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Mon, 2 Sep 2019 16:48:35 +0100
Subject: [PATCH 21/41] Fixed identity selection mask visualisation bug

---
 deps/monodepth2/trainer.py | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/deps/monodepth2/trainer.py b/deps/monodepth2/trainer.py
index 9cd22c0..02670df 100644
--- a/deps/monodepth2/trainer.py
+++ b/deps/monodepth2/trainer.py
@@ -475,7 +475,8 @@ def compute_losses(self, inputs, outputs):
                 to_optimise, idxs = torch.min(combined, dim=1)
 
             if not self.opt.disable_automasking:
-                outputs["identity_selection/{}".format(scale)] = (idxs > 1).float()
+                outputs["identity_selection/{}".format(scale)] = (
+                    idxs > identity_reprojection_loss.shape[1] - 1).float()
 
             loss += to_optimise.mean()
 

From 4c649b62b7614445a6ec9c3f93570610610df6db Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Mon, 2 Sep 2019 17:24:08 +0100
Subject: [PATCH 22/41] Added assert to guard against two types of masking
 conflicting

---
 deps/monodepth2/trainer.py | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/deps/monodepth2/trainer.py b/deps/monodepth2/trainer.py
index 02670df..a726dad 100644
--- a/deps/monodepth2/trainer.py
+++ b/deps/monodepth2/trainer.py
@@ -88,6 +88,9 @@ def __init__(self, options):
             self.parameters_to_train += list(self.models["pose"].parameters())
 
         if self.opt.predictive_mask:
+            assert self.opt.disable_automasking, \
+                "When using predictive_mask, please disable automasking with --disable_automasking"
+
             # Our implementation of the predictive masking baseline has the the same architecture
             # as our depth decoder. We predict a separate mask for each source frame.
             self.models["predictive_mask"] = networks.DepthDecoder(

From 639b6caa711b89c409bf88f0fccf789427360f3e Mon Sep 17 00:00:00 2001
From: Daniyar Turmukhambetov
 <44181319+daniyar-niantic@users.noreply.github.com>
Date: Tue, 26 Nov 2019 13:54:05 +0000
Subject: [PATCH 23/41] Update README.md

---
 deps/monodepth2/README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index 0c1b1ad..c21402c 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -39,8 +39,8 @@ conda install pytorch=0.4.1 torchvision=0.2.1 -c pytorch
 pip install tensorboardX==1.4
 conda install opencv=3.3.1   # just needed for evaluation
 ```
-We ran our experiments with PyTorch 0.4.1, CUDA 9.1, Python 3.6 and Ubuntu 18.04.
-We have also successfully trained models with PyTorch 1.0, and our code is compatible with Python 2.7.
+We ran our experiments with PyTorch 0.4.1, CUDA 9.1, Python 3.6.6 and Ubuntu 18.04.
+We have also successfully trained models with PyTorch 1.0, and our code is compatible with Python 2.7. You may have issues installing OpenCV version 3.3.1 if you use Python 3.7, we recommend to create a virtual environment with Python 3.6.6 `conda create -n monodepth2 python=3.6.6 anaconda `.
 
 <!-- We recommend using a [conda environment](https://conda.io/docs/user-guide/tasks/manage-environments.html) to avoid dependency conflicts.
 

From dff8ef031447f9e448b1b492467d752fabccd157 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Cl=C3=A9ment=20Godard?= <mr.haricot@gmail.com>
Date: Thu, 9 Jul 2020 10:02:28 -0700
Subject: [PATCH 24/41] Added a note regarding intrinsics normalization

---
 deps/monodepth2/datasets/kitti_dataset.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/deps/monodepth2/datasets/kitti_dataset.py b/deps/monodepth2/datasets/kitti_dataset.py
index 380d2cc..81ef288 100644
--- a/deps/monodepth2/datasets/kitti_dataset.py
+++ b/deps/monodepth2/datasets/kitti_dataset.py
@@ -21,6 +21,7 @@ class KITTIDataset(MonoDataset):
     def __init__(self, *args, **kwargs):
         super(KITTIDataset, self).__init__(*args, **kwargs)
 
+        # NOTE: Make sure your intrinsics matrix is *normalized* by the original image size    
         self.K = np.array([[0.58, 0, 0.5, 0],
                            [0, 1.92, 0.5, 0],
                            [0, 0, 1, 0],

From 18ed0e06347c0170f108fb47916b3ded1f4c3a6b Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Cl=C3=A9ment=20Godard?= <mr.haricot@gmail.com>
Date: Thu, 9 Jul 2020 11:51:19 -0700
Subject: [PATCH 25/41] Added comment about resnet50

---
 deps/monodepth2/README.md | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index c21402c..c91bcc4 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -71,7 +71,9 @@ We provide the following  options for `--model_name`:
 | [`mono+stereo_no_pt_640x192`](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_no_pt_640x192.zip)   | Mono + Stereo     | No | 640 x 192                | 0.127                 | 0.836          |
 
 You can also download models trained on the odometry split with [monocular](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_odom_640x192.zip) and [mono+stereo](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_odom_640x192.zip) training modalities.
-Finally, we provide resnet 50 depth estimation models trained with [ImageNet pretrained weights](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_640x192.zip) and [trained from scratch](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_no_pt_640x192.zip).
+
+Finally, we provide resnet 50 depth estimation models trained with [ImageNet pretrained weights](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_640x192.zip) and [trained from scratch](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_no_pt_640x192.zip). 
+Make sure to set `--num_layers 50` if using these.
 
 ## 💾 KITTI training data
 

From a6bf7afd4293e790db52cb10cbdd1c8e22d92752 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Cl=C3=A9ment=20Godard?= <mr.haricot@gmail.com>
Date: Mon, 21 Sep 2020 10:22:42 -0700
Subject: [PATCH 26/41] Update README.md

---
 deps/monodepth2/README.md | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index c91bcc4..4b5da8d 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -6,7 +6,7 @@ This is the reference PyTorch implementation for training and testing depth esti
 >
 > [Clément Godard](http://www0.cs.ucl.ac.uk/staff/C.Godard/), [Oisin Mac Aodha](http://vision.caltech.edu/~macaodha/), [Michael Firman](http://www.michaelfirman.co.uk) and [Gabriel J. Brostow](http://www0.cs.ucl.ac.uk/staff/g.brostow/)  
 >
-> [ICCV 2019](https://arxiv.org/abs/1806.01260)
+> [ICCV 2019 (arXiv pdf)](https://arxiv.org/abs/1806.01260)
 
 <p align="center">
   <img src="assets/teaser.gif" alt="example input output gif" width="600" />

From 4cbcbf4fbccb9a0fd1e98b552f83bd38e90d4dd6 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Mon, 17 May 2021 14:08:50 +0100
Subject: [PATCH 27/41] Updating licence URL and DATE

---
 deps/monodepth2/LICENSE | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/deps/monodepth2/LICENSE b/deps/monodepth2/LICENSE
index 08db21d..31fadc8 100644
--- a/deps/monodepth2/LICENSE
+++ b/deps/monodepth2/LICENSE
@@ -37,7 +37,8 @@ Software in accordance with these terms and conditions.
 the laws of Delaware, whose principal place of business is at 1 Ferry Building,
 Suite 200, San Francisco, 94111.
     "Software" shall mean the MonoDepth v2 Software uploaded by Licensor to the
-GitHub repository at [URL] on [DATE] in source code or object code form and any
+GitHub repository at https://github.com/nianticlabs/monodepth2
+on May 2nd 2019 in source code or object code form and any
 accompanying documentation as well as any modifications or additions uploaded
 to the same GitHub repository by Licensor.
 

From 9d786a6c69c6df6ca35a4521903571e1400543d5 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Mon, 17 May 2021 21:43:44 +0100
Subject: [PATCH 28/41] Added option to test_simple.py to directly predict
 depth. Also dataloader comments.

---
 deps/monodepth2/datasets/kitti_dataset.py |  6 +++++-
 deps/monodepth2/test_simple.py            | 25 ++++++++++++++++++-----
 2 files changed, 25 insertions(+), 6 deletions(-)

diff --git a/deps/monodepth2/datasets/kitti_dataset.py b/deps/monodepth2/datasets/kitti_dataset.py
index 81ef288..120ca35 100644
--- a/deps/monodepth2/datasets/kitti_dataset.py
+++ b/deps/monodepth2/datasets/kitti_dataset.py
@@ -21,7 +21,11 @@ class KITTIDataset(MonoDataset):
     def __init__(self, *args, **kwargs):
         super(KITTIDataset, self).__init__(*args, **kwargs)
 
-        # NOTE: Make sure your intrinsics matrix is *normalized* by the original image size    
+        # NOTE: Make sure your intrinsics matrix is *normalized* by the original image size.
+        # To normalize you need to scale the first row by 1 / image_width and the second row
+        # by 1 / image_height. Monodepth2 assumes a principal point to be exactly centered.
+        # If your principal point is far from the center you might need to disable the horizontal
+        # flip augmentation.
         self.K = np.array([[0.58, 0, 0.5, 0],
                            [0, 1.92, 0.5, 0],
                            [0, 0, 1, 0],
diff --git a/deps/monodepth2/test_simple.py b/deps/monodepth2/test_simple.py
index f4dd774..6489e1b 100644
--- a/deps/monodepth2/test_simple.py
+++ b/deps/monodepth2/test_simple.py
@@ -21,6 +21,7 @@
 import networks
 from layers import disp_to_depth
 from utils import download_model_if_doesnt_exist
+from evaluate_depth import STEREO_SCALE_FACTOR
 
 
 def parse_args():
@@ -46,6 +47,10 @@ def parse_args():
     parser.add_argument("--no_cuda",
                         help='if set, disables CUDA',
                         action='store_true')
+    parser.add_argument("--pred_depth",
+                        help='if set, predicts metric depth instead of disparity. (This only '
+                             'makes sense for stereo-trained models).',
+                        action='store_true')
 
     return parser.parse_args()
 
@@ -61,6 +66,10 @@ def test_simple(args):
     else:
         device = torch.device("cpu")
 
+    if args.pred_depth and "stereo" not in args.model_name:
+        print("Warning: The --pred_depth flag only makes sense for stereo-trained models. "
+              "For mono-trained models, output depths will not in metric space.")
+
     download_model_if_doesnt_exist(args.model_name)
     model_path = os.path.join("models", args.model_name)
     print("-> Loading model from ", model_path)
@@ -129,9 +138,13 @@ def test_simple(args):
 
             # Saving numpy file
             output_name = os.path.splitext(os.path.basename(image_path))[0]
-            name_dest_npy = os.path.join(output_directory, "{}_disp.npy".format(output_name))
-            scaled_disp, _ = disp_to_depth(disp, 0.1, 100)
-            np.save(name_dest_npy, scaled_disp.cpu().numpy())
+            scaled_disp, depth = disp_to_depth(disp, 0.1, 100)
+            if args.pred_depth:
+                name_dest_npy = os.path.join(output_directory, "{}_depth.npy".format(output_name))
+                np.save(name_dest_npy, STEREO_SCALE_FACTOR * depth.cpu().numpy())
+            else:
+                name_dest_npy = os.path.join(output_directory, "{}_disp.npy".format(output_name))
+                np.save(name_dest_npy, scaled_disp.cpu().numpy())
 
             # Saving colormapped depth image
             disp_resized_np = disp_resized.squeeze().cpu().numpy()
@@ -144,8 +157,10 @@ def test_simple(args):
             name_dest_im = os.path.join(output_directory, "{}_disp.jpeg".format(output_name))
             im.save(name_dest_im)
 
-            print("   Processed {:d} of {:d} images - saved prediction to {}".format(
-                idx + 1, len(paths), name_dest_im))
+            print("   Processed {:d} of {:d} images - saved predictions to:".format(
+                idx + 1, len(paths)))
+            print("   - {}".format(name_dest_im))
+            print("   - {}".format(name_dest_npy))
 
     print('-> Done!')
 

From 959220f40a98a124a42975c9d78721512c8ad41e Mon Sep 17 00:00:00 2001
From: mdfirman <mdfirman@users.noreply.github.com>
Date: Tue, 18 May 2021 09:07:26 +0100
Subject: [PATCH 29/41] Update issue templates

---
 .../problem-training-on-kitti.md              | 15 ++++++++++
 .../training-on-custom-training-data.md       | 28 +++++++++++++++++++
 2 files changed, 43 insertions(+)
 create mode 100644 deps/monodepth2/.github/ISSUE_TEMPLATE/problem-training-on-kitti.md
 create mode 100644 deps/monodepth2/.github/ISSUE_TEMPLATE/training-on-custom-training-data.md

diff --git a/deps/monodepth2/.github/ISSUE_TEMPLATE/problem-training-on-kitti.md b/deps/monodepth2/.github/ISSUE_TEMPLATE/problem-training-on-kitti.md
new file mode 100644
index 0000000..5b834f9
--- /dev/null
+++ b/deps/monodepth2/.github/ISSUE_TEMPLATE/problem-training-on-kitti.md
@@ -0,0 +1,15 @@
+---
+name: Problem training on KITTI
+about: Issue when training with default settings
+title: ''
+labels: ''
+assignees: ''
+
+---
+
+If you have problems training on KITTI, please make sure to check:
+
+1. That you are using an unmodified version of the codebase
+2. That you are using the correct versions of the dependencies we specified in the README
+
+If you’ve checked both of these, please feel report here the problem you are having, together with your hardware and anything else potentially unusual about your setup.
diff --git a/deps/monodepth2/.github/ISSUE_TEMPLATE/training-on-custom-training-data.md b/deps/monodepth2/.github/ISSUE_TEMPLATE/training-on-custom-training-data.md
new file mode 100644
index 0000000..63cde91
--- /dev/null
+++ b/deps/monodepth2/.github/ISSUE_TEMPLATE/training-on-custom-training-data.md
@@ -0,0 +1,28 @@
+---
+name: Training on custom training data
+about: Problems training on data which isn't KITTI
+title: ''
+labels: custom-dataset
+assignees: ''
+
+---
+
+Thanks for trying out monodepth2 on a different dataset!
+
+Before logging your issue, please look through the issues already tagged with [custom dataset](https://github.com/nianticlabs/monodepth2/issues?q=label%3Acustom-dataset+)  , as your problem may well have been answered there.
+
+In particular please note that:
+
+1. You should know the intrinsics for your custom dataset, and you should set them *normalized* in your dataloader. More details are in the [dataloader comments](https://github.com/nianticlabs/monodepth2/blob/master/datasets/kitti_dataset.py#L24).
+
+2. KITTI is captured at 10 frames per second, and this seems to work well for training in our repo. Most videos are higher frame rate than this, so you may want to consider temporally downsampling your dataset (or setting `--frame_ids` appropriately)
+
+3. If you have moving objects in your training you are likely to still see ‘holes’ punched in your predicted depths, even with automasking turned on (https://github.com/nianticlabs/monodepth2/issues/310) 
+
+4. Monodepth2 is unlikely to work on monocular training data from indoor environments, or captured from difficult camera motions. It is best suited to driving scenarios or other simple forward camera motions.
+
+If you still have issues training, we might be able to help. Please report:
+
+1. What you have changed to create your custom dataset
+2. Some example training images
+3. What do the predicted depths in the tensorboard output look like?

From 593ff6e82aa0b7a66f9bf8171f6caf2199eaa990 Mon Sep 17 00:00:00 2001
From: Michael Firman <mfirman@nianticlabs.com>
Date: Tue, 18 May 2021 09:10:11 +0100
Subject: [PATCH 30/41] Addressing MR comments and updating readme

---
 deps/monodepth2/README.md      | 16 +++++++++++-----
 deps/monodepth2/test_simple.py | 15 ++++++++-------
 2 files changed, 19 insertions(+), 12 deletions(-)

diff --git a/deps/monodepth2/README.md b/deps/monodepth2/README.md
index 4b5da8d..8fbc4da 100644
--- a/deps/monodepth2/README.md
+++ b/deps/monodepth2/README.md
@@ -4,7 +4,7 @@ This is the reference PyTorch implementation for training and testing depth esti
 
 > **Digging into Self-Supervised Monocular Depth Prediction**
 >
-> [Clément Godard](http://www0.cs.ucl.ac.uk/staff/C.Godard/), [Oisin Mac Aodha](http://vision.caltech.edu/~macaodha/), [Michael Firman](http://www.michaelfirman.co.uk) and [Gabriel J. Brostow](http://www0.cs.ucl.ac.uk/staff/g.brostow/)  
+> [Clément Godard](http://www0.cs.ucl.ac.uk/staff/C.Godard/), [Oisin Mac Aodha](http://vision.caltech.edu/~macaodha/), [Michael Firman](http://www.michaelfirman.co.uk) and [Gabriel J. Brostow](http://www0.cs.ucl.ac.uk/staff/g.brostow/)
 >
 > [ICCV 2019 (arXiv pdf)](https://arxiv.org/abs/1806.01260)
 
@@ -49,14 +49,20 @@ We also recommend using `pillow-simd` instead of `pillow` for faster image prepr
 
 ## 🖼️ Prediction for a single image
 
-You can predict depth for a single image with:
+You can predict scaled disparity for a single image with:
+
 ```shell
 python test_simple.py --image_path assets/test_image.jpg --model_name mono+stereo_640x192
 ```
 
-On its first run this will download the `mono+stereo_640x192` pretrained model (99MB) into the `models/` folder.
-We provide the following  options for `--model_name`:
+or, if you are using a stereo-trained model, you can estimate metric depth with
+
+```shell
+python test_simple.py --image_path assets/test_image.jpg --model_name mono+stereo_640x192 --pred_metric_depth
+```
 
+On its first run either of these commands will download the `mono+stereo_640x192` pretrained model (99MB) into the `models/` folder.
+We provide the following  options for `--model_name`:
 
 | `--model_name`          | Training modality | Imagenet pretrained? | Model resolution  | KITTI abs. rel. error |  delta < 1.25  |
 |-------------------------|-------------------|--------------------------|-----------------|------|----------------|
@@ -72,7 +78,7 @@ We provide the following  options for `--model_name`:
 
 You can also download models trained on the odometry split with [monocular](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_odom_640x192.zip) and [mono+stereo](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono%2Bstereo_odom_640x192.zip) training modalities.
 
-Finally, we provide resnet 50 depth estimation models trained with [ImageNet pretrained weights](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_640x192.zip) and [trained from scratch](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_no_pt_640x192.zip). 
+Finally, we provide resnet 50 depth estimation models trained with [ImageNet pretrained weights](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_640x192.zip) and [trained from scratch](https://storage.googleapis.com/niantic-lon-static/research/monodepth2/mono_resnet50_no_pt_640x192.zip).
 Make sure to set `--num_layers 50` if using these.
 
 ## 💾 KITTI training data
diff --git a/deps/monodepth2/test_simple.py b/deps/monodepth2/test_simple.py
index 6489e1b..d74d63b 100644
--- a/deps/monodepth2/test_simple.py
+++ b/deps/monodepth2/test_simple.py
@@ -47,9 +47,9 @@ def parse_args():
     parser.add_argument("--no_cuda",
                         help='if set, disables CUDA',
                         action='store_true')
-    parser.add_argument("--pred_depth",
+    parser.add_argument("--pred_metric_depth",
                         help='if set, predicts metric depth instead of disparity. (This only '
-                             'makes sense for stereo-trained models).',
+                             'makes sense for stereo-trained KITTI models).',
                         action='store_true')
 
     return parser.parse_args()
@@ -66,9 +66,9 @@ def test_simple(args):
     else:
         device = torch.device("cpu")
 
-    if args.pred_depth and "stereo" not in args.model_name:
-        print("Warning: The --pred_depth flag only makes sense for stereo-trained models. "
-              "For mono-trained models, output depths will not in metric space.")
+    if args.pred_metric_depth and "stereo" not in args.model_name:
+        print("Warning: The --pred_metric_depth flag only makes sense for stereo-trained KITTI "
+              "models. For mono-trained models, output depths will not in metric space.")
 
     download_model_if_doesnt_exist(args.model_name)
     model_path = os.path.join("models", args.model_name)
@@ -139,9 +139,10 @@ def test_simple(args):
             # Saving numpy file
             output_name = os.path.splitext(os.path.basename(image_path))[0]
             scaled_disp, depth = disp_to_depth(disp, 0.1, 100)
-            if args.pred_depth:
+            if args.pred_metric_depth:
                 name_dest_npy = os.path.join(output_directory, "{}_depth.npy".format(output_name))
-                np.save(name_dest_npy, STEREO_SCALE_FACTOR * depth.cpu().numpy())
+                metric_depth = STEREO_SCALE_FACTOR * depth.cpu().numpy()
+                np.save(name_dest_npy, metric_depth)
             else:
                 name_dest_npy = os.path.join(output_directory, "{}_disp.npy".format(output_name))
                 np.save(name_dest_npy, scaled_disp.cpu().numpy())

From 9a16b054af382ed1f217bb65b40c3a9482fd8ce1 Mon Sep 17 00:00:00 2001
From: Tristan Rice <rice@fn.lc>
Date: Fri, 28 Jan 2022 17:24:44 -0800
Subject: [PATCH 31/41] use randn on GPU instead of cpu

---
 deps/monodepth2/trainer.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/trainer.py b/deps/monodepth2/trainer.py
index a726dad..f370603 100644
--- a/deps/monodepth2/trainer.py
+++ b/deps/monodepth2/trainer.py
@@ -466,7 +466,7 @@ def compute_losses(self, inputs, outputs):
             if not self.opt.disable_automasking:
                 # add random numbers to break ties
                 identity_reprojection_loss += torch.randn(
-                    identity_reprojection_loss.shape).cuda() * 0.00001
+                    identity_reprojection_loss.shape, device=self.device) * 0.00001
 
                 combined = torch.cat((identity_reprojection_loss, reprojection_loss), dim=1)
             else:

From 713a34b6502b8306a7f2ea2ecdd142fd4f95a6d3 Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 09:59:14 -0400
Subject: [PATCH 32/41] setup env vars for docker

---
 .env | 3 +++
 1 file changed, 3 insertions(+)
 create mode 100644 .env

diff --git a/.env b/.env
new file mode 100644
index 0000000..ee07fdf
--- /dev/null
+++ b/.env
@@ -0,0 +1,3 @@
+SERVICE=seathru
+WORKING_DIR=/opt/app
+PLATFORM=linux/x86_64

From deb6b77a8fabeca0d1e5eaf05a85501599d38e57 Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 09:59:29 -0400
Subject: [PATCH 33/41] add gitignore

---
 .gitignore | 4 ++++
 1 file changed, 4 insertions(+)
 create mode 100644 .gitignore

diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..63e4990
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,4 @@
+__pycache__
+.DS_Store
+*.png
+models/
\ No newline at end of file

From 94368611409be9384063bce8195b30eeed96e923 Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 10:00:49 -0400
Subject: [PATCH 34/41] Create conda environment template for monodepth2
 dependencies + migrate requirements.txt to conda deps + lock all dependencies
 to version

---
 conda-environment.yml | 27 +++++++++++++++++++++++++++
 requirements.txt      | 11 -----------
 2 files changed, 27 insertions(+), 11 deletions(-)
 create mode 100644 conda-environment.yml
 delete mode 100644 requirements.txt

diff --git a/conda-environment.yml b/conda-environment.yml
new file mode 100644
index 0000000..baaca6b
--- /dev/null
+++ b/conda-environment.yml
@@ -0,0 +1,27 @@
+# Conda Environment https://docs.conda.io/projects/conda/en/latest/user-guide/tasks/manage-environments.html
+name: $CONDA_ENV_NAME
+channels:
+  - conda-forge
+  - pytorch
+dependencies:
+ # Dependencies for sea-thru migrated from requirements.txt https://github.com/hainh/sea-thru/blob/master/requirements.txt
+  - scikit-learn=0.24.2
+  - numpy=1.19.2
+  - matplotlib=2.2.2
+  - pillow=5.1.0
+  - scipy=1.5.2
+  - scikit-image=0.16.2
+  - pynng=0.7.1
+  - pyyaml=5.4.1
+
+  # Lock pip version as well to install rawpy, wasn't able to install through conda/mamba
+  - pip=21.3.1
+  - pip:
+    - rawpy==0.16.0
+
+  # Dependencies and python version for Monodepth2 described here: https://github.com/nianticlabs/monodepth2#%EF%B8%8F-setup
+  - python=3.6.6
+  - pytorch=0.4.1
+  - torchvision=0.2.1
+  - tensorboardX=1.4
+  - opencv=3.3.1
diff --git a/requirements.txt b/requirements.txt
deleted file mode 100644
index dcb1107..0000000
--- a/requirements.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-scikit-learn
-numpy
-matplotlib
-pillow
-scipy
-rawpy
-scikit-image
-torch
-torchvision
-pynng
-pyyaml
\ No newline at end of file

From 795e86d4ae8f27e35344657401f3cabd415d7673 Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 10:01:38 -0400
Subject: [PATCH 35/41] Re-organize matplotlib import + .use usage to prior to
 importing pyplot

---
 seathru.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/seathru.py b/seathru.py
index ff1f1e9..1a2e9e3 100644
--- a/seathru.py
+++ b/seathru.py
@@ -9,13 +9,15 @@
 import math
 from PIL import Image
 import rawpy
-import matplotlib
-from matplotlib import pyplot as plt
 from skimage import exposure
 from skimage.restoration import denoise_bilateral, denoise_tv_chambolle, estimate_sigma
 from skimage.morphology import closing, opening, erosion, dilation, disk, diamond, square
-
+import matplotlib
+# `.use` Must be called before importing pyplot, otherwise generates a warning that the .use will have no effect
+# Not entirely sure what the implications are, but it seems to generate output images just fine in either case
 matplotlib.use('TkAgg')
+from matplotlib import pyplot as plt
+
 
 '''
 Finds points for which to estimate backscatter

From 6a819f701c2d35cb27b5c5bf3503963a317addca Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 10:01:54 -0400
Subject: [PATCH 36/41] Dockerfile + docker-compose

---
 Dockerfile         | 41 +++++++++++++++++++++++++++++++++++++++++
 docker-compose.yml | 14 ++++++++++++++
 2 files changed, 55 insertions(+)
 create mode 100644 Dockerfile
 create mode 100644 docker-compose.yml

diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..e1b43bf
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,41 @@
+ARG PLATFORM
+
+FROM --platform=${PLATFORM} python:latest
+
+# These will be pulled from the docker-compose.yml file via the `args` parameter
+ARG WORKING_DIR
+ARG CONDA_ENV_NAME
+
+WORKDIR ${WORKING_DIR}
+
+# Set some known env vars + lift from docker-compose args into env
+ENV CONDA_ENV_NAME ${CONDA_ENV_NAME}
+ENV CONDA_DIR /opt/conda
+ENV PATH=$CONDA_DIR/bin:$PATH
+
+# Dependencies
+RUN apt-get update && apt-get install -y \
+    cmake \
+    build-essential \
+    wget \
+    gettext-base \
+    ffmpeg \
+    libsm6 \
+    libxext6 && \
+    apt-get clean
+
+# Install miniconda (Basically anaconda without all the defaults, just the CLI.)
+# This'll let us use whichever version of python is compatible with seathru and monodepth2. Should also make it less painful to upgrade in the future.
+RUN wget --quiet https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh -O ~/miniconda.sh && \
+    /bin/bash ~/miniconda.sh -b -p $CONDA_DIR
+
+COPY conda-environment.yml ./conda-environment-template.yml
+RUN cat conda-environment-template.yml | envsubst > environment.yml
+
+RUN conda env create -f environment.yml
+RUN echo "source activate $CONDA_ENV_NAME" > ~/.bashrc
+ENV PATH $CONDA_DIR/envs/$CONDA_ENV_NAME/bin:$PATH
+
+ADD . ${WORKING_DIR}
+
+ENTRYPOINT ["tail", "-f", "/dev/null"]
diff --git a/docker-compose.yml b/docker-compose.yml
new file mode 100644
index 0000000..93f5fce
--- /dev/null
+++ b/docker-compose.yml
@@ -0,0 +1,14 @@
+services:
+  seathru:
+    # These environment variables are coming from the .env file in the project root (usually the same as this directory)
+    platform: ${PLATFORM}
+    container_name: ${SERVICE}
+    build:
+      context: .
+      dockerfile: ./Dockerfile
+      args:
+        - CONDA_ENV_NAME=${SERVICE}
+        - WORKING_DIR=${WORKING_DIR}
+        - PLATFORM=${PLATFORM}
+    volumes:
+      - .:${WORKING_DIR}

From d81960783b08a3109f5012cf049e37bd2dcd05b7 Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 11:22:01 -0400
Subject: [PATCH 37/41] Remove submodule deps/monodepth2

---
 .gitmodules     | 3 ---
 deps/monodepth2 | 1 -
 2 files changed, 4 deletions(-)
 delete mode 160000 deps/monodepth2

diff --git a/.gitmodules b/.gitmodules
index f55c6c4..e69de29 100644
--- a/.gitmodules
+++ b/.gitmodules
@@ -1,3 +0,0 @@
-[submodule "deps/monodepth2"]
-	path = deps/monodepth2
-	url = git@github.com:nianticlabs/monodepth2.git
diff --git a/deps/monodepth2 b/deps/monodepth2
deleted file mode 160000
index d1c5f03..0000000
--- a/deps/monodepth2
+++ /dev/null
@@ -1 +0,0 @@
-Subproject commit d1c5f03c38305cae4e68917e472d2f9d4eda0b98

From f9c832c96dc2c92dcab28b5d8de57f24fa597cd5 Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 11:24:03 -0400
Subject: [PATCH 38/41] import layers relatively

---
 deps/monodepth2/networks/depth_decoder.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/deps/monodepth2/networks/depth_decoder.py b/deps/monodepth2/networks/depth_decoder.py
index 498ec38..347ec57 100644
--- a/deps/monodepth2/networks/depth_decoder.py
+++ b/deps/monodepth2/networks/depth_decoder.py
@@ -11,7 +11,7 @@
 import torch.nn as nn
 
 from collections import OrderedDict
-from layers import *
+from ..layers import *
 
 
 class DepthDecoder(nn.Module):

From 0bbef9e00fb7187b9f16227b0cedb213bb436fbb Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 12:28:14 -0400
Subject: [PATCH 39/41] add README w/ basic setup instructions

---
 README.md | 30 ++++++++++++++++++++++++++++++
 1 file changed, 30 insertions(+)
 create mode 100644 README.md

diff --git a/README.md b/README.md
new file mode 100644
index 0000000..2d29633
--- /dev/null
+++ b/README.md
@@ -0,0 +1,30 @@
+# Sea-Thru
+Implementation of Sea-thru by Derya Akkaynak and Tali Treibitz
+
+__Forked from https://github.com/hainh/sea-thru__
+
+This fork's only aim is to stadardize the dependencies and environment with [Docker](https://docs.docker.com/get-docker/) and [Anaconda](https://www.anaconda.com/) to make it so that anyone can use it without deep technical knowledge of python.
+
+Additionally, in order to make this an all-in-one package, the [Monodepth2 submodule](https://github.com/nianticlabs/monodepth2/tree/b676244e5a1ca55564eb5d16ab521a48f823af31) has been cloned and commited directly into this repo, preserving the commit history and original authors.
+
+## Prerequisites
+---
+
+[Docker](https://docs.docker.com/get-docker/)
+
+## Setup
+---
+1. Run `docker compose up --build`
+    - This can take around 2 hours the first time; from then onwards you only need to run `docker compose up` to get the container running and it'll boot up instantly.
+2. Once the container is built and running, in a separate terminal run `docker exec -it seathru /bin/bash`
+    - Replace `seathru` in that command if you've modified the `SERVICE` enviornment variable in `.env`
+3. From within the container you can now run `python seathru-mono-e2e.py --image ${PATH_TO_IMAGE}`
+    - This root directory is mounted into the container each time you bring it up via `docker compose up`, meaning any files you add on your host machine to this directory will _also_ be available within the container. 
+
+## Description
+---
+
+A recent advance in underwater imaging is the Sea-Thru method, which uses a physical model of light attenuation to reconstruct
+the colors in an underwater scene. This method utilizes a known
+range map to estimate backscatter and wideband attenuation
+coefficients. This range map is generated using structure-from-motion (SFM), which requires multiple underwater images from various perspectives and long processing time. In addition, SFM gives very accurate results, which are generally not required for this method. In this work, we implement and extend Sea-Thru to take advantage of convolutional monocular depth estimation methods, specifically the Monodepth2 network. We obtain satisfactory results with the lower-quality depth estimates with some color inconsistencies using only one image.

From 8f9b81b8e8d8dfea057462253350922c8a6df32b Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 12:29:35 -0400
Subject: [PATCH 40/41] typo

---
 README.md | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/README.md b/README.md
index 2d29633..6f8b2e6 100644
--- a/README.md
+++ b/README.md
@@ -3,7 +3,7 @@ Implementation of Sea-thru by Derya Akkaynak and Tali Treibitz
 
 __Forked from https://github.com/hainh/sea-thru__
 
-This fork's only aim is to stadardize the dependencies and environment with [Docker](https://docs.docker.com/get-docker/) and [Anaconda](https://www.anaconda.com/) to make it so that anyone can use it without deep technical knowledge of python.
+This fork's only aim is to standardize the dependencies and environment with [Docker](https://docs.docker.com/get-docker/) and [Anaconda](https://www.anaconda.com/) to make it so that anyone can use it without deep technical knowledge of python.
 
 Additionally, in order to make this an all-in-one package, the [Monodepth2 submodule](https://github.com/nianticlabs/monodepth2/tree/b676244e5a1ca55564eb5d16ab521a48f823af31) has been cloned and commited directly into this repo, preserving the commit history and original authors.
 
@@ -19,7 +19,7 @@ Additionally, in order to make this an all-in-one package, the [Monodepth2 submo
 2. Once the container is built and running, in a separate terminal run `docker exec -it seathru /bin/bash`
     - Replace `seathru` in that command if you've modified the `SERVICE` enviornment variable in `.env`
 3. From within the container you can now run `python seathru-mono-e2e.py --image ${PATH_TO_IMAGE}`
-    - This root directory is mounted into the container each time you bring it up via `docker compose up`, meaning any files you add on your host machine to this directory will _also_ be available within the container. 
+    - This root directory is mounted into the container each time you bring it up via `docker compose up`, meaning any files you add on your host machine to this directory will _also_ be available within the container.
 
 ## Description
 ---

From c6fe2770bc5a022501c8cf6949904b8db3579318 Mon Sep 17 00:00:00 2001
From: Johnil Quezada <quezadajohnil@gmail.com>
Date: Sat, 4 Jun 2022 12:32:18 -0400
Subject: [PATCH 41/41] rm dividers

---
 README.md | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/README.md b/README.md
index 6f8b2e6..6bc9653 100644
--- a/README.md
+++ b/README.md
@@ -8,12 +8,11 @@ This fork's only aim is to standardize the dependencies and environment with [Do
 Additionally, in order to make this an all-in-one package, the [Monodepth2 submodule](https://github.com/nianticlabs/monodepth2/tree/b676244e5a1ca55564eb5d16ab521a48f823af31) has been cloned and commited directly into this repo, preserving the commit history and original authors.
 
 ## Prerequisites
----
 
 [Docker](https://docs.docker.com/get-docker/)
 
 ## Setup
----
+
 1. Run `docker compose up --build`
     - This can take around 2 hours the first time; from then onwards you only need to run `docker compose up` to get the container running and it'll boot up instantly.
 2. Once the container is built and running, in a separate terminal run `docker exec -it seathru /bin/bash`
@@ -22,7 +21,6 @@ Additionally, in order to make this an all-in-one package, the [Monodepth2 submo
     - This root directory is mounted into the container each time you bring it up via `docker compose up`, meaning any files you add on your host machine to this directory will _also_ be available within the container.
 
 ## Description
----
 
 A recent advance in underwater imaging is the Sea-Thru method, which uses a physical model of light attenuation to reconstruct
 the colors in an underwater scene. This method utilizes a known