├── Document_allmodules.md ├── LICENSE ├── README.md ├── demo ├── Demo0_VGG_SingleLabelClassification.py ├── Demo1_ResNet_SingleLabelClassification.py ├── Demo2_ResNet_MultiLabelClassification.py ├── Demo3_ResNetUnet_SingleLabelSegmentation.py ├── Demo4_ResNetUnet_MultiLabelSegmentation.py ├── Demo5_MultiTask_SegAndCls.py ├── Demo6_UnetwithFPN_segmentation.py ├── Demo7_2D_TransUnet_Segmentation.py ├── Demo8_3D_TransUnet_Segmentation.py ├── Demo_BilinearPooling.py ├── Demo_MultiTask_MMoE.py ├── Demo_MultiTask_PLE.py ├── Demo_RelationNet4LesionSeg.py ├── Demo_SeBlockwithResnet_MultiInstanseClassification.py ├── Demo_dualbranchnet_forMultiInput_classification.py ├── _explain_how2useVitAsNeck.py └── multi_label │ ├── Demo_ArXiv2021_MultiLabel_Query2Label.py │ ├── Demo_Arxiv2021_MultiLabel_ML_decoder.py │ ├── Demo_CVPR2016_MultiLabel_CNNRNN.py │ ├── Demo_CVPR2019_MultiLabel_ML_GCN.py │ ├── Demo_CVPR2021_MultiLabel_C_tran.py │ ├── Demo_ICCV2019_MultiLabel_SSGRL.py │ └── generate_multilabel_dataset.py ├── images └── transUnet.png ├── make_rqs.py ├── requirements.txt ├── setup.py └── wama_modules ├── Attention.py ├── BaseModule.py ├── Decoder.py ├── Encoder.py ├── Head.py ├── Neck.py ├── PositionEmbedding.py ├── Transformer.py ├── __init__.py ├── thirdparty_lib ├── C3D_jfzhang95 │ ├── __init__.py │ └── c3d.py ├── C3D_yyuanad │ ├── __init__.py │ └── c3d.py ├── Efficient3D_okankop │ ├── __init__.py │ └── models │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ ├── c3d.cpython-38.pyc │ │ ├── mobilenet.cpython-38.pyc │ │ ├── mobilenetv2.cpython-38.pyc │ │ ├── resnet.cpython-38.pyc │ │ ├── resnext.cpython-38.pyc │ │ ├── shufflenet.cpython-38.pyc │ │ ├── shufflenetv2.cpython-38.pyc │ │ └── squeezenet.cpython-38.pyc │ │ ├── c3d.py │ │ ├── mobilenet.py │ │ ├── mobilenetv2.py │ │ ├── resnet.py │ │ ├── resnext.py │ │ ├── shufflenet.py │ │ ├── shufflenetv2.py │ │ └── squeezenet.py ├── MedicalNet_Tencent │ ├── __init__.py │ ├── model.py │ └── models │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-38.pyc │ │ └── resnet.cpython-38.pyc │ │ └── resnet.py ├── ResNets3D_kenshohara │ ├── __init__.py │ ├── resnet.py │ └── resnet2p1d.py ├── SMP_qubvel │ ├── __init__.py │ ├── __version__.py │ ├── base │ │ ├── __init__.py │ │ ├── heads.py │ │ ├── initialization.py │ │ ├── model.py │ │ └── modules.py │ ├── encoders │ │ ├── __init__.py │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-38.pyc │ │ │ ├── _base.cpython-38.pyc │ │ │ ├── _preprocessing.cpython-38.pyc │ │ │ ├── _utils.cpython-38.pyc │ │ │ ├── densenet.cpython-38.pyc │ │ │ ├── dpn.cpython-38.pyc │ │ │ ├── efficientnet.cpython-38.pyc │ │ │ ├── inceptionresnetv2.cpython-38.pyc │ │ │ ├── inceptionv4.cpython-38.pyc │ │ │ ├── mix_transformer.cpython-38.pyc │ │ │ ├── mobilenet.cpython-38.pyc │ │ │ ├── resnet.cpython-38.pyc │ │ │ ├── senet.cpython-38.pyc │ │ │ ├── timm_efficientnet.cpython-38.pyc │ │ │ ├── timm_gernet.cpython-38.pyc │ │ │ ├── timm_mobilenetv3.cpython-38.pyc │ │ │ ├── timm_regnet.cpython-38.pyc │ │ │ ├── timm_res2net.cpython-38.pyc │ │ │ ├── timm_resnest.cpython-38.pyc │ │ │ ├── timm_sknet.cpython-38.pyc │ │ │ ├── timm_universal.cpython-38.pyc │ │ │ ├── vgg.cpython-38.pyc │ │ │ └── xception.cpython-38.pyc │ │ ├── _base.py │ │ ├── _preprocessing.py │ │ ├── _utils.py │ │ ├── densenet.py │ │ ├── dpn.py │ │ ├── efficientnet.py │ │ ├── inceptionresnetv2.py │ │ ├── inceptionv4.py │ │ ├── mix_transformer.py │ │ ├── mobilenet.py │ │ ├── resnet.py │ │ ├── senet.py │ │ ├── timm_efficientnet.py │ │ ├── timm_gernet.py │ │ ├── timm_mobilenetv3.py │ │ ├── timm_regnet.py │ │ ├── timm_res2net.py │ │ ├── timm_resnest.py │ │ ├── timm_sknet.py │ │ ├── timm_universal.py │ │ ├── vgg.py │ │ └── xception.py │ └── utils │ │ ├── __init__.py │ │ ├── base.py │ │ ├── functional.py │ │ ├── losses.py │ │ ├── meter.py │ │ ├── metrics.py │ │ └── train.py ├── VC3D_kenshohara │ ├── __init__.py │ ├── resnet.py │ ├── resnext.py │ └── 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