References

[ValentinViennot]

WARNING:

• test and train data doesn't have same dimension (304**2)

sources for emergency copying:

• https://github.com/aschneuw/road-segmentation-unet
• https://github.com/dariopavllo/road-segmentation

good procedures:

• https://divamgupta.com/image-segmentation/2019/06/06/deep-learning-semantic-segmentation-keras.html

sources for transfer learning: https://towardsdatascience.com/keras-transfer-learning-for-beginners-6c9b8b7143e

• https://towardsdatascience.com/semantic-segmentation-of-aerial-images-using-deep-learning-90fdf4ad780
• https://modelzoo.co/
  • https://modelzoo.co/model/faster_rcnn_for_dota
  • https://modelzoo.co/model/deeposm
• https://www.freecodecamp.org/news/how-to-use-deeplab-in-tensorflow-for-object-segmentation-using-deep-learning-a5777290ab6b/

sources for research papers:

• https://www.dlr.de/eoc/en/desktopdefault.aspx/tabid-5431/9230_read-45479/
• https://www.dlr.de/eoc/en/desktopdefault.aspx/tabid-5431/9230_read-46774/
• https://www.azavea.com/blog/2017/05/30/deep-learning-on-aerial-imagery/
• https://medium.com/the-downlinq/broad-area-satellite-imagery-semantic-segmentation-basiss-4a7ea2c8466f

others:

• https://github.com/azavea/raster-vision
• could be reused https://github.com/reachsumit/deep-unet-for-satellite-image-segmentation

libs/projects: https://github.com/reachsumit/deep-unet-for-satellite-image-segmentation https://modelzoo.co/model/popular-image-segmentation-models https://modelzoo.co/model/deepmask-object-segmentation https://github.com/shelhamer/fcn.berkeleyvision.org https://github.com/nshaud/DeepNetsForEO https://github.com/bonlime/keras-deeplab-v3-plus https://www.freecodecamp.org/news/how-to-use-deeplab-in-tensorflow-for-object-segmentation-using-deep-learning-a5777290ab6b/ https://github.com/mrgloom/awesome-semantic-segmentation

going further:

• https://devblogs.nvidia.com/solving-spacenet-road-detection-challenge-deep-learning/
• https://medium.com/@pallawi.ds/semantic-segmentation-with-u-net-train-and-test-on-your-custom-data-in-keras-39e4f972ec89

graph based:

• https://www.sciencedirect.com/science/article/pii/S0924271616302015#b0215

report:

• data augmentation
• preprocessing
• postprocessing
• transfer learning
• network architecture cf article good procedure

[ValentinViennot]

@Arturjssln @dxs c'est ce que j'avais sur mon Trello perso mdr