├── .gitignore ├── LICENSE ├── README.md ├── data ├── test │ └── masks │ │ ├── 0.png │ │ ├── 1.png │ │ ├── 10.png │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 2.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 27.png │ │ ├── 28.png │ │ ├── 29.png │ │ ├── 3.png │ │ ├── 4.png │ │ ├── 5.png │ │ ├── 6.png │ │ ├── 7.png │ │ ├── 8.png │ │ └── 9.png ├── train │ ├── images │ │ ├── 0.png │ │ ├── 1.png │ │ ├── 10.png │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 2.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 3.png │ │ ├── 4.png │ │ ├── 5.png │ │ ├── 6.png │ │ ├── 7.png │ │ ├── 8.png │ │ └── 9.png │ └── masks │ │ ├── 0.png │ │ ├── 1.png │ │ ├── 10.png │ │ ├── 11.png │ │ ├── 12.png │ │ ├── 13.png │ │ ├── 14.png │ │ ├── 15.png │ │ ├── 16.png │ │ ├── 17.png │ │ ├── 18.png │ │ ├── 19.png │ │ ├── 2.png │ │ ├── 20.png │ │ ├── 21.png │ │ ├── 22.png │ │ ├── 23.png │ │ ├── 24.png │ │ ├── 25.png │ │ ├── 26.png │ │ ├── 3.png │ │ ├── 4.png │ │ ├── 5.png │ │ ├── 6.png │ │ ├── 7.png │ │ ├── 8.png │ │ └── 9.png └── val │ ├── images │ ├── 27.png │ ├── 28.png │ └── 29.png │ └── masks │ ├── 27.png │ ├── 28.png │ └── 29.png ├── readme_images ├── Adam_graph.png ├── RMS_graph.png ├── SGD_graph.png ├── UNet_custom_parameter.png ├── br_100.png ├── br_50.png ├── bright_10 ├── c_lb ├── c_lt ├── c_rb ├── c_rt ├── cross entropy(1).png ├── description ├── division_matrix ├── ed_10.png ├── ed_24.png ├── ed_34.png ├── ed_50.png ├── elastic_1 ├── file_name_description ├── final_concate ├── flip_both ├── flip_hori ├── flip_vert ├── gn_10 ├── gn_100 ├── gn_50 ├── original.png ├── original_image ├── p_lb.PNG ├── p_lt.PNG ├── p_rb.PNG ├── p_rt.PNG ├── postprocess.png ├── segmentation_image.jpg ├── softmax(1).png ├── un_100 ├── un_50 ├── uniform_10 ├── validation_Adam.png ├── validation_RMS.png ├── validation_SGD.png ├── validation_img.png └── validation_mask.png └── src ├── accuracy.py ├── advanced_model.py ├── dataset.py ├── main.py ├── mean_std.py ├── modules.py ├── post_processing.py ├── pre_processing.py ├── result_visualization.py ├── save_history.py └── simple_model.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ugent-korea/pytorch-unet-segmentation/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ugent-korea/pytorch-unet-segmentation/HEAD/LICENSE -------------------------------------------------------------------------------- /README.md: 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