├── Datasets ├── ISIC2018.py ├── ISIC2018_test.py ├── __pycache__ │ ├── ISIC2018.cpython-36.pyc │ ├── ISIC2018.cpython-37.pyc │ ├── ISIC2018_aug.cpython-37.pyc │ └── ISIC2018_test.cpython-37.pyc ├── folder1 │ ├── folder1_test.list │ ├── folder1_train.list │ └── folder1_validation.list ├── folder2 │ ├── folder2_test.list │ ├── folder2_train.list │ └── folder2_validation.list ├── folder3 │ ├── folder3_test.list │ ├── folder3_train.list │ └── folder3_validation.list ├── folder4 │ ├── folder4_test.list │ ├── folder4_train.list │ └── folder4_validation.list └── folder5 │ ├── folder5_test.list │ ├── folder5_train.list │ └── folder5_validation.list ├── Models ├── DeepLabV3Plus │ ├── LICENSE │ ├── README.md │ ├── datasets │ │ ├── __init__.py │ │ ├── cityscapes.py │ │ ├── data │ │ │ └── train_aug.txt │ │ ├── utils.py │ │ └── voc.py │ ├── main.py │ ├── metrics │ │ ├── __init__.py │ │ └── stream_metrics.py │ ├── network │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ ├── _deeplab.cpython-37.pyc │ │ │ ├── modeling.cpython-37.pyc │ │ │ └── utils.cpython-37.pyc │ │ ├── _deeplab.py │ │ ├── backbone │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ ├── mobilenetv2.cpython-37.pyc │ │ │ │ └── resnet.cpython-37.pyc │ │ │ ├── mobilenetv2.py │ │ │ └── resnet.py │ │ ├── modeling.py │ │ └── utils.py │ ├── requirements.txt │ ├── samples │ │ ├── 114_image.png │ │ ├── 114_overlay.png │ │ ├── 114_pred.png │ │ ├── 114_target.png │ │ ├── 1_image.png │ │ ├── 1_overlay.png │ │ ├── 1_pred.png │ │ ├── 1_target.png │ │ ├── 23_image.png │ │ ├── 23_overlay.png │ │ ├── 23_pred.png │ │ ├── 23_target.png │ │ ├── city_1_overlay.png │ │ ├── city_1_target.png │ │ ├── city_6_overlay.png │ │ ├── city_6_target.png │ │ └── visdom-screenshoot.png │ └── utils │ │ ├── __init__.py │ │ ├── ext_transforms.py │ │ ├── loss.py │ │ ├── scheduler.py │ │ ├── utils.py │ │ └── visualizer.py ├── __init__.py ├── __pycache__ │ ├── TAUnet.cpython-36.pyc │ ├── Unet.cpython-36.pyc │ ├── __init__.cpython-37.pyc │ ├── networks_other.cpython-36.pyc │ └── networks_other.cpython-37.pyc ├── compare_networks │ ├── BCDU_Net.py │ ├── CENet.py │ ├── CPFNet.py │ ├── __pycache__ │ │ ├── BCDU_Net.cpython-37.pyc │ │ ├── CENet.cpython-37.pyc │ │ ├── CENet_v1.cpython-37.pyc │ │ ├── CENet_v11.cpython-37.pyc │ │ ├── CENet_v2.cpython-37.pyc │ │ ├── CENet_v3.cpython-37.pyc │ │ ├── CENet_v4.cpython-37.pyc │ │ ├── CPFNet.cpython-37.pyc │ │ ├── DDW_CENet.cpython-37.pyc │ │ ├── DDW_CENet_resnest.cpython-37.pyc │ │ ├── DONet.cpython-37.pyc │ │ ├── Focusnet_Alpha.cpython-37.pyc │ │ ├── biDFL_AND_mCDF.cpython-37.pyc │ │ ├── ddw1_net.cpython-37.pyc │ │ ├── position_encoding.cpython-37.pyc │ │ ├── resnet.cpython-37.pyc │ │ └── scale_attention_layer_softpool.cpython-37.pyc │ ├── resnest │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ └── __init__.cpython-37.pyc │ │ ├── d2 │ │ │ ├── __init__.py │ │ │ ├── config.py │ │ │ ├── resnest.py │ │ │ └── splat.py │ │ ├── gluon │ │ │ ├── __init__.py │ │ │ ├── ablation.py │ │ │ ├── data_utils.py │ │ │ ├── dropblock.py │ │ │ ├── model_store.py │ │ │ ├── model_zoo.py │ │ │ ├── resnest.py │ │ │ ├── resnet.py │ │ │ ├── splat.py │ │ │ └── transforms.py │ │ ├── torch │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ │ └── __init__.cpython-37.pyc │ │ │ ├── config.py │ │ │ ├── datasets │ │ │ │ ├── __init__.py │ │ │ │ ├── build.py │ │ │ │ └── imagenet.py │ │ │ ├── loss.py │ │ │ ├── models │ │ │ │ ├── __init__.py │ │ │ │ ├── __pycache__ │ │ │ │ │ ├── __init__.cpython-37.pyc │ │ │ │ │ ├── ablation.cpython-37.pyc │ │ │ │ │ ├── build.cpython-37.pyc │ │ │ │ │ ├── resnest.cpython-37.pyc │ │ │ │ │ ├── resnet.cpython-37.pyc │ │ │ │ │ └── splat.cpython-37.pyc │ │ │ │ ├── ablation.py │ │ │ │ ├── build.py │ │ │ │ ├── resnest.py │ │ │ │ ├── resnet.py │ │ │ │ └── splat.py │ │ │ ├── transforms │ │ │ │ ├── __init__.py │ │ │ │ ├── autoaug.py │ │ │ │ ├── build.py │ │ │ │ └── transforms.py │ │ │ └── utils.py │ │ └── utils.py │ └── resnet.py ├── denseaspp │ ├── README.md │ ├── cfgs │ │ ├── DenseASPP121.py │ │ ├── DenseASPP161.py │ │ ├── DenseASPP161.pyc │ │ ├── DenseASPP169.py │ │ ├── DenseASPP201.py │ │ ├── MobileNetDenseASPP.py │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ └── __pycache__ │ │ │ ├── DenseASPP121.cpython-37.pyc │ │ │ ├── DenseASPP161.cpython-35.pyc │ │ │ ├── DenseASPP169.cpython-37.pyc │ │ │ ├── __init__.cpython-35.pyc │ │ │ └── __init__.cpython-37.pyc │ ├── demo.py │ ├── inference.py │ ├── models │ │ ├── DenseASPP.py │ │ ├── DenseASPP_ddw.py │ │ ├── MobileNetDenseASPP.py │ │ ├── __init__.py │ │ └── __pycache__ │ │ │ ├── DenseASPP.cpython-37.pyc │ │ │ ├── DenseASPP_ddw.cpython-37.pyc │ │ │ ├── __init__.cpython-35.pyc │ │ │ ├── __init__.cpython-37.pyc │ │ │ └── denseASPP.cpython-35.pyc │ └── utils │ │ └── transfer.py ├── layers │ ├── __init__.py │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ ├── __init__.cpython-37.pyc │ │ ├── channel_attention_layer.cpython-37.pyc │ │ ├── grid_attention_layer.cpython-36.pyc │ │ ├── grid_attention_layer.cpython-37.pyc │ │ ├── modules.cpython-37.pyc │ │ ├── nonlocal_layer.cpython-36.pyc │ │ ├── nonlocal_layer.cpython-37.pyc │ │ ├── scale_attention_layer.cpython-37.pyc │ │ ├── scale_attention_layer_att.cpython-37.pyc │ │ ├── scale_attention_layer_ddw.cpython-37.pyc │ │ ├── scale_attention_layer_lppool.cpython-37.pyc │ │ ├── scale_attention_layer_softpool.cpython-37.pyc │ │ ├── scale_attention_layer_softpool_256.cpython-37.pyc │ │ └── scale_attention_layer_softpool_att.cpython-37.pyc │ ├── channel_attention_layer.py │ ├── grid_attention_layer.py │ ├── modules.py │ ├── nonlocal_layer.py │ ├── scale_attention_layer.py │ └── scale_attention_layer_softpool.py ├── networks │ ├── __pycache__ │ │ ├── CACS_Net.cpython-37.pyc │ │ ├── ca_network.cpython-37.pyc │ │ ├── compare_network.cpython-37.pyc │ │ ├── csnet.cpython-37.pyc │ │ ├── csnet_att_four.cpython-37.pyc │ │ ├── csnet_att_three.cpython-37.pyc │ │ ├── csnet_attention.cpython-37.pyc │ │ ├── csnet_attention2.cpython-37.pyc │ │ ├── csnet_convlstm.cpython-37.pyc │ │ ├── csnet_family.cpython-37.pyc │ │ ├── csnet_family_cacs.cpython-37.pyc │ │ ├── csnet_family_scale.cpython-37.pyc │ │ ├── csnet_family_test.cpython-37.pyc │ │ ├── csnet_hs.cpython-37.pyc │ │ ├── csnet_hs_all.cpython-37.pyc │ │ ├── csnet_rfb.cpython-37.pyc │ │ ├── csnet_rfb_assf.cpython-37.pyc │ │ ├── csnet_rfb_att_compare.cpython-37.pyc │ │ ├── csnet_rfb_ddw.cpython-37.pyc │ │ ├── csnet_rfb_final.cpython-37.pyc │ │ ├── csnet_rfb_prelu.cpython-37.pyc │ │ ├── csnet_rfb_softpool.cpython-37.pyc │ │ ├── csnet_twopath.cpython-37.pyc │ │ ├── ms_red_models.cpython-37.pyc │ │ ├── network.cpython-37.pyc │ │ └── network_test.cpython-37.pyc │ ├── ca_network.py │ └── ms_red_models.py └── networks_other.py ├── README.md ├── create_folder.py ├── data └── ISIC2018_npy_all_224_320 │ ├── image │ ├── ISIC_0000000.npy │ ├── ISIC_0000001.npy │ ├── ISIC_0000003.npy │ ├── ISIC_0000004.npy │ ├── ISIC_0000006.npy │ ├── ISIC_0000007.npy │ ├── ISIC_0000008.npy │ ├── ISIC_0000009.npy │ ├── ISIC_0000011.npy │ ├── ISIC_0000012.npy │ ├── ISIC_0000013.npy │ ├── ISIC_0000014.npy │ ├── ISIC_0000015.npy │ ├── ISIC_0000016.npy │ ├── ISIC_0000017.npy │ ├── ISIC_0000018.npy │ ├── ISIC_0000019.npy │ ├── ISIC_0000020.npy │ ├── ISIC_0000021.npy │ ├── ISIC_0000022.npy │ ├── ISIC_0000023.npy │ ├── ISIC_0000024.npy │ ├── ISIC_0000025.npy │ ├── ISIC_0000026.npy │ ├── ISIC_0000027.npy │ ├── ISIC_0000028.npy │ ├── ISIC_0000029.npy │ ├── ISIC_0000030.npy │ ├── ISIC_0000031.npy │ ├── ISIC_0000032.npy │ ├── ISIC_0000034.npy │ ├── ISIC_0000035.npy │ ├── ISIC_0000036.npy │ ├── ISIC_0000037.npy │ ├── ISIC_0000038.npy │ ├── ISIC_0000039.npy │ ├── ISIC_0000040.npy │ ├── ISIC_0000041.npy │ ├── ISIC_0000042.npy │ ├── ISIC_0000043.npy │ ├── ISIC_0000044.npy │ ├── ISIC_0000045.npy │ ├── ISIC_0000046.npy │ ├── ISIC_0000047.npy │ ├── ISIC_0000048.npy │ ├── ISIC_0000049.npy │ └── ISIC_0000050.npy │ └── label │ ├── ISIC_0000000_segmentation.npy │ ├── ISIC_0000001_segmentation.npy │ ├── ISIC_0000003_segmentation.npy │ ├── ISIC_0000004_segmentation.npy │ ├── ISIC_0000006_segmentation.npy │ ├── ISIC_0000007_segmentation.npy │ ├── ISIC_0000008_segmentation.npy │ ├── ISIC_0000009_segmentation.npy │ ├── ISIC_0000011_segmentation.npy │ ├── ISIC_0000012_segmentation.npy │ ├── ISIC_0000013_segmentation.npy │ ├── ISIC_0000014_segmentation.npy │ ├── ISIC_0000015_segmentation.npy │ ├── ISIC_0000016_segmentation.npy │ ├── ISIC_0000017_segmentation.npy │ ├── ISIC_0000018_segmentation.npy │ ├── ISIC_0000019_segmentation.npy │ ├── ISIC_0000020_segmentation.npy │ ├── ISIC_0000021_segmentation.npy │ ├── ISIC_0000022_segmentation.npy │ ├── ISIC_0000023_segmentation.npy │ ├── ISIC_0000024_segmentation.npy │ ├── ISIC_0000025_segmentation.npy │ ├── ISIC_0000026_segmentation.npy │ ├── ISIC_0000027_segmentation.npy │ ├── ISIC_0000028_segmentation.npy │ ├── ISIC_0000029_segmentation.npy │ ├── ISIC_0000030_segmentation.npy │ ├── ISIC_0000031_segmentation.npy │ ├── ISIC_0000032_segmentation.npy │ ├── ISIC_0000034_segmentation.npy │ ├── ISIC_0000035_segmentation.npy │ ├── ISIC_0000036_segmentation.npy │ ├── ISIC_0000037_segmentation.npy │ ├── ISIC_0000038_segmentation.npy │ ├── ISIC_0000039_segmentation.npy │ ├── ISIC_0000040_segmentation.npy │ ├── ISIC_0000041_segmentation.npy │ ├── ISIC_0000042_segmentation.npy │ ├── ISIC_0000043_segmentation.npy │ ├── ISIC_0000044_segmentation.npy │ ├── ISIC_0000045_segmentation.npy │ ├── ISIC_0000046_segmentation.npy │ ├── ISIC_0000047_segmentation.npy │ ├── ISIC_0000048_segmentation.npy │ ├── ISIC_0000049_segmentation.npy │ └── ISIC_0000050_segmentation.npy ├── images ├── effect.jpg └── network.jpg ├── isic_preprocess.py ├── main_train.py └── utils ├── AdaBelief.py ├── __pycache__ ├── AdaBelief.cpython-37.pyc ├── adamw.cpython-37.pyc ├── binary.cpython-36.pyc ├── binary.cpython-37.pyc ├── boundary_loss.cpython-37.pyc ├── 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