pymic.net package

Subpackages

• pymic.net.cls package
  • Submodules
  • pymic.net.cls.torch_pretrained_net module
    • BuiltInNet
      • BuiltInNet.forward()
      • BuiltInNet.get_parameters_to_update()
      • BuiltInNet.training
    • MobileNetV2
      • MobileNetV2.get_parameters_to_update()
      • MobileNetV2.training
    • ResNet18
      • ResNet18.get_parameters_to_update()
      • ResNet18.training
    • VGG16
      • VGG16.get_parameters_to_update()
      • VGG16.training
  • Module contents
• pymic.net.net2d package
  • Submodules
  • pymic.net.net2d.cople_net module
    • ASPPBlock
      • ASPPBlock.forward()
      • ASPPBlock.training
    • COPLENet
      • COPLENet.forward()
      • COPLENet.training
    • ConvBNActBlock
      • ConvBNActBlock.forward()
      • ConvBNActBlock.training
    • ConvLayer
      • ConvLayer.forward()
      • ConvLayer.training
    • DownBlock
      • DownBlock.forward()
      • DownBlock.training
    • SEBlock
      • SEBlock.forward()
      • SEBlock.training
    • UpBlock
      • UpBlock.forward()
      • UpBlock.training
  • pymic.net.net2d.scse2d module
    • ChannelSELayer
      • ChannelSELayer.forward()
      • ChannelSELayer.training
    • ChannelSpatialSELayer
      • ChannelSpatialSELayer.forward()
      • ChannelSpatialSELayer.training
    • SELayer
      • SELayer.CSE
      • SELayer.CSSE
      • SELayer.NONE
      • SELayer.SSE
    • SpatialSELayer
      • SpatialSELayer.forward()
      • SpatialSELayer.training
  • pymic.net.net2d.unet2d module
    • ConvBlock
      • ConvBlock.forward()
      • ConvBlock.training
    • Decoder
      • Decoder.forward()
      • Decoder.training
    • DownBlock
      • DownBlock.forward()
      • DownBlock.training
    • Encoder
      • Encoder.forward()
      • Encoder.training
    • UNet2D
      • UNet2D.forward()
      • UNet2D.training
    • UpBlock
      • UpBlock.forward()
      • UpBlock.training
  • pymic.net.net2d.unet2d_attention module
    • AttentionGateBlock
      • AttentionGateBlock.forward()
      • AttentionGateBlock.training
    • AttentionUNet2D
      • AttentionUNet2D.training
    • UpBlockWithAttention
      • UpBlockWithAttention.forward()
      • UpBlockWithAttention.training
  • pymic.net.net2d.unet2d_cct module
    • AuxiliaryDecoder
      • AuxiliaryDecoder.feature_based_noise()
      • AuxiliaryDecoder.feature_drop()
      • AuxiliaryDecoder.forward()
      • AuxiliaryDecoder.training
    • UNet2D_CCT
      • UNet2D_CCT.forward()
      • UNet2D_CCT.training
  • pymic.net.net2d.unet2d_dual_branch module
    • UNet2D_DualBranch
      • UNet2D_DualBranch.forward()
      • UNet2D_DualBranch.training
  • pymic.net.net2d.unet2d_nest module
    • NestedUNet2D
      • NestedUNet2D.forward()
      • NestedUNet2D.training
  • pymic.net.net2d.unet2d_scse module
    • ConvScSEBlock
      • ConvScSEBlock.forward()
      • ConvScSEBlock.training
    • DownBlock
      • DownBlock.forward()
      • DownBlock.training
    • UNet2D_ScSE
      • UNet2D_ScSE.forward()
      • UNet2D_ScSE.training
    • UpBlock
      • UpBlock.forward()
      • UpBlock.training
  • pymic.net.net2d.unet2d_urpc module
  • Module contents
• pymic.net.net3d package
  • Submodules
  • pymic.net.net3d.scse3d module
    • ChannelSELayer3D
      • ChannelSELayer3D.forward()
      • ChannelSELayer3D.training
    • ChannelSpatialSELayer3D
      • ChannelSpatialSELayer3D.forward()
      • ChannelSpatialSELayer3D.training
    • SELayer
      • SELayer.CSE
      • SELayer.CSSE
      • SELayer.NONE
      • SELayer.SSE
    • SpatialSELayer3D
      • SpatialSELayer3D.forward()
      • SpatialSELayer3D.training
  • pymic.net.net3d.unet2d5 module
    • ConvBlockND
      • ConvBlockND.forward()
      • ConvBlockND.training
    • DownBlock
      • DownBlock.forward()
      • DownBlock.training
    • UNet2D5
      • UNet2D5.forward()
      • UNet2D5.training
    • UpBlock
      • UpBlock.forward()
      • UpBlock.training
  • pymic.net.net3d.unet3d module
    • ConvBlock
      • ConvBlock.forward()
      • ConvBlock.training
    • Decoder
      • Decoder.forward()
      • Decoder.training
    • DownBlock
      • DownBlock.forward()
      • DownBlock.training
    • Encoder
      • Encoder.forward()
      • Encoder.training
    • UNet3D
      • UNet3D.forward()
      • UNet3D.training
    • UpBlock
      • UpBlock.forward()
      • UpBlock.training
  • pymic.net.net3d.unet3d_scse module
    • ConvScSEBlock3D
      • ConvScSEBlock3D.forward()
      • ConvScSEBlock3D.training
    • DownBlock
      • DownBlock.forward()
      • DownBlock.training
    • UNet3D_ScSE
      • UNet3D_ScSE.forward()
      • UNet3D_ScSE.training
    • UpBlock
      • UpBlock.forward()
      • UpBlock.training
  • Module contents

Submodules

pymic.net.net_dict_cls module

Built-in networks for classification.

• resnet18 pymic.net.cls.torch_pretrained_net.ResNet18

• vgg16 pymic.net.cls.torch_pretrained_net.VGG16

• mobilenetv2 pymic.net.cls.torch_pretrained_net.MobileNetV2

pymic.net.net_dict_seg module

Built-in networks for segmentation.

• UNet2D pymic.net.net2d.unet2d.UNet2D

• UNet2D_DualBranch pymic.net.net2d.unet2d_dual_branch.UNet2D_DualBranch

• UNet2D_CCT pymic.net.net2d.unet2d_cct.UNet2D_CCT

• UNet2D_ScSE pymic.net.net2d.unet2d_scse.UNet2D_ScSE

• AttentionUNet2D pymic.net.net2d.unet2d_attention.AttentionUNet2D

• NestedUNet2D pymic.net.net2d.unet2d_nest.NestedUNet2D

• COPLENet pymic.net.net2d.cople_net.COPLENet

• UNet2D5 pymic.net.net3d.unet2d5.UNet2D5

• UNet3D pymic.net.net3d.unet3d.UNet3D

• UNet3D_ScSE pymic.net.net3d.unet3d_scse.UNet3D_ScSE

Module contents