segmentation-unet-maskrcnn

Code for satellite image segmentation using Unet or Mask RCNN and comparing these two approaches.

Please, see more details in the blog post Satellite Images Segmentation and Sustainable Farming

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LOL_prepare_data.ipynb: data augmentation using flip (mirror effect), rotate90, flip up to down, flip left to right.

Data

input data folder structure for maskRCNN

• train/valid/test
  • jpg (aerial images)
  • jpg4 (aerial images + hill shade data)
  • polygon (masks)

input data folder structure for unet

• train/valid/test
  • jpg (aerial images)
  • hill (hill shade data)
  • polygon (masks)