├── README.md ├── VnetFamily ├── AttentionGatedVnet │ ├── __init__.py │ ├── layer.py │ └── model_attention_vnet3d.py ├── DualAttentionVnet │ ├── __init__.py │ ├── layer.py │ └── model_dualattention_vnet3d.py ├── ETVnet │ ├── __init__.py │ ├── layer.py │ └── model_ETvnet3d.py ├── FusionVnet │ ├── __init__.py │ ├── layer.py │ └── model_fusionvnet3d.py ├── GAVNet │ ├── GAVnet.py │ ├── __init__.py │ └── layer.py ├── NestedVnet │ ├── __init__.py │ ├── layer.py │ └── model_Nestedvnet3d.py ├── NonLocalVNet │ ├── NonLocalVnet.py │ ├── __init__.py │ └── layer.py ├── PEVnet │ ├── PEVnet.py │ ├── __init__.py │ └── layer.py ├── SCSEVnet │ ├── __init__.py │ ├── layer.py │ └── model_scsevnet3d.py ├── SEVnet │ ├── __init__.py │ ├── layer.py │ └── model_sevnet3d.py ├── Vnet │ ├── __init__.py │ ├── layer.py │ └── model_vnet3d.py ├── Vnettripleplus │ ├── __init__.py │ ├── layer.py │ └── model_vnet3dtripleplus.py ├── mutildepthVnet │ ├── __init__.py │ ├── layer.py │ └── mutildepth_vnet.py └── mutiltask-Vnet │ ├── __init__.py │ ├── layer.py │ └── model_vnet3d_distancemap_multilabel.py └── assests ├── 3dVNet.png ├── AGModel.PNG ├── AGVnet.PNG ├── DCVNet.png ├── ETModule.PNG ├── ETVNet.PNG ├── FullScaleSkipConncetion.bmp ├── FusionVnet.bmp ├── GAVnet.png ├── GrideAttention.png ├── MA-UNet.png ├── NonLocal.PNG ├── NonLocalVnet.PNG ├── PEVnet.png ├── PEmodel.png ├── Res-Path.png ├── ResUModule.png ├── SACA.png ├── SEModel.png ├── SEVNet.png ├── V2-Net.png ├── VNettripleplus.bmp ├── Vnet++.PNG ├── dual_attention_model.PNG ├── dual_attention_net.PNG ├── dualchannelmodule.png ├── multiResVnet.png ├── multiResmodule.png ├── mutil-task Vnet.bmp ├── mutil-task-Vnet.bmp ├── mutil_depth_deepVNet.bmp ├── mutil_depthfusion.bmp ├── scSE.PNG ├── scSEVnet.png └── wetchatnumber.jpg /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/README.md -------------------------------------------------------------------------------- /VnetFamily/AttentionGatedVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/AttentionGatedVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/AttentionGatedVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/AttentionGatedVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/AttentionGatedVnet/model_attention_vnet3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/AttentionGatedVnet/model_attention_vnet3d.py -------------------------------------------------------------------------------- /VnetFamily/DualAttentionVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/DualAttentionVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/DualAttentionVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/DualAttentionVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/DualAttentionVnet/model_dualattention_vnet3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/DualAttentionVnet/model_dualattention_vnet3d.py -------------------------------------------------------------------------------- /VnetFamily/ETVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/ETVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/ETVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/ETVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/ETVnet/model_ETvnet3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/ETVnet/model_ETvnet3d.py -------------------------------------------------------------------------------- /VnetFamily/FusionVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/FusionVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/FusionVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/FusionVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/FusionVnet/model_fusionvnet3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/FusionVnet/model_fusionvnet3d.py -------------------------------------------------------------------------------- /VnetFamily/GAVNet/GAVnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/GAVNet/GAVnet.py -------------------------------------------------------------------------------- /VnetFamily/GAVNet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/GAVNet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/GAVNet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/GAVNet/layer.py -------------------------------------------------------------------------------- /VnetFamily/NestedVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/NestedVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/NestedVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/NestedVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/NestedVnet/model_Nestedvnet3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/NestedVnet/model_Nestedvnet3d.py -------------------------------------------------------------------------------- /VnetFamily/NonLocalVNet/NonLocalVnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/NonLocalVNet/NonLocalVnet.py -------------------------------------------------------------------------------- /VnetFamily/NonLocalVNet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/NonLocalVNet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/NonLocalVNet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/NonLocalVNet/layer.py -------------------------------------------------------------------------------- /VnetFamily/PEVnet/PEVnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/PEVnet/PEVnet.py -------------------------------------------------------------------------------- /VnetFamily/PEVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/PEVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/PEVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/PEVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/SCSEVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/SCSEVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/SCSEVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/SCSEVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/SCSEVnet/model_scsevnet3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/SCSEVnet/model_scsevnet3d.py -------------------------------------------------------------------------------- /VnetFamily/SEVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/SEVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/SEVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/SEVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/SEVnet/model_sevnet3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/SEVnet/model_sevnet3d.py -------------------------------------------------------------------------------- /VnetFamily/Vnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/Vnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/Vnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/Vnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/Vnet/model_vnet3d.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/Vnet/model_vnet3d.py -------------------------------------------------------------------------------- /VnetFamily/Vnettripleplus/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/Vnettripleplus/__init__.py -------------------------------------------------------------------------------- /VnetFamily/Vnettripleplus/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/Vnettripleplus/layer.py -------------------------------------------------------------------------------- /VnetFamily/Vnettripleplus/model_vnet3dtripleplus.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/Vnettripleplus/model_vnet3dtripleplus.py -------------------------------------------------------------------------------- /VnetFamily/mutildepthVnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/mutildepthVnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/mutildepthVnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/mutildepthVnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/mutildepthVnet/mutildepth_vnet.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/mutildepthVnet/mutildepth_vnet.py -------------------------------------------------------------------------------- /VnetFamily/mutiltask-Vnet/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/mutiltask-Vnet/__init__.py -------------------------------------------------------------------------------- /VnetFamily/mutiltask-Vnet/layer.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/mutiltask-Vnet/layer.py -------------------------------------------------------------------------------- /VnetFamily/mutiltask-Vnet/model_vnet3d_distancemap_multilabel.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/VnetFamily/mutiltask-Vnet/model_vnet3d_distancemap_multilabel.py -------------------------------------------------------------------------------- /assests/3dVNet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/3dVNet.png -------------------------------------------------------------------------------- /assests/AGModel.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/AGModel.PNG -------------------------------------------------------------------------------- /assests/AGVnet.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/AGVnet.PNG -------------------------------------------------------------------------------- /assests/DCVNet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/DCVNet.png -------------------------------------------------------------------------------- /assests/ETModule.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/ETModule.PNG -------------------------------------------------------------------------------- /assests/ETVNet.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/ETVNet.PNG -------------------------------------------------------------------------------- /assests/FullScaleSkipConncetion.bmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/FullScaleSkipConncetion.bmp -------------------------------------------------------------------------------- /assests/FusionVnet.bmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/FusionVnet.bmp -------------------------------------------------------------------------------- /assests/GAVnet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/GAVnet.png -------------------------------------------------------------------------------- /assests/GrideAttention.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/GrideAttention.png -------------------------------------------------------------------------------- /assests/MA-UNet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/MA-UNet.png -------------------------------------------------------------------------------- /assests/NonLocal.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/NonLocal.PNG -------------------------------------------------------------------------------- /assests/NonLocalVnet.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/NonLocalVnet.PNG -------------------------------------------------------------------------------- /assests/PEVnet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/PEVnet.png -------------------------------------------------------------------------------- /assests/PEmodel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/PEmodel.png -------------------------------------------------------------------------------- /assests/Res-Path.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/Res-Path.png -------------------------------------------------------------------------------- /assests/ResUModule.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/ResUModule.png -------------------------------------------------------------------------------- /assests/SACA.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/SACA.png -------------------------------------------------------------------------------- /assests/SEModel.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/SEModel.png -------------------------------------------------------------------------------- /assests/SEVNet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/SEVNet.png -------------------------------------------------------------------------------- /assests/V2-Net.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/V2-Net.png -------------------------------------------------------------------------------- /assests/VNettripleplus.bmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/VNettripleplus.bmp -------------------------------------------------------------------------------- /assests/Vnet++.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/Vnet++.PNG -------------------------------------------------------------------------------- /assests/dual_attention_model.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/dual_attention_model.PNG -------------------------------------------------------------------------------- /assests/dual_attention_net.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/dual_attention_net.PNG -------------------------------------------------------------------------------- /assests/dualchannelmodule.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/dualchannelmodule.png -------------------------------------------------------------------------------- /assests/multiResVnet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/multiResVnet.png -------------------------------------------------------------------------------- /assests/multiResmodule.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/multiResmodule.png -------------------------------------------------------------------------------- /assests/mutil-task Vnet.bmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/mutil-task Vnet.bmp -------------------------------------------------------------------------------- /assests/mutil-task-Vnet.bmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/mutil-task-Vnet.bmp -------------------------------------------------------------------------------- /assests/mutil_depth_deepVNet.bmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/mutil_depth_deepVNet.bmp -------------------------------------------------------------------------------- /assests/mutil_depthfusion.bmp: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/mutil_depthfusion.bmp -------------------------------------------------------------------------------- /assests/scSE.PNG: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/scSE.PNG -------------------------------------------------------------------------------- /assests/scSEVnet.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/scSEVnet.png -------------------------------------------------------------------------------- /assests/wetchatnumber.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/junqiangchen/VNetFamily/HEAD/assests/wetchatnumber.jpg --------------------------------------------------------------------------------