:github_url: https://github.com/Project-MONAI/MONAI .. _networks: Network architectures ===================== Blocks ------ .. automodule:: monai.networks.blocks .. currentmodule:: monai.networks.blocks `Convolution` ~~~~~~~~~~~~~ .. autoclass:: Convolution :members: `ResidualUnit` ~~~~~~~~~~~~~~ .. autoclass:: ResidualUnit :members: `GCN Module` ~~~~~~~~~~~~ .. autoclass:: GCN :members: `Refinement Module` ~~~~~~~~~~~~~~~~~~~ .. autoclass:: Refine :members: `FCN Module` ~~~~~~~~~~~~ .. autoclass:: FCN :members: `Multi-Channel FCN Module` ~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: MCFCN :members: `SegResnet Block` ~~~~~~~~~~~~~~~~~ .. autoclass:: ResBlock :members: `Squeeze-and-Excitation` ~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: ChannelSELayer :members: `Residual Squeeze-and-Excitation` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: ResidualSELayer :members: `Squeeze-and-Excitation Block` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: SEBlock :members: `Squeeze-and-Excitation Bottleneck` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: SEBottleneck :members: `Squeeze-and-Excitation Resnet Bottleneck` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: SEResNetBottleneck :members: `Squeeze-and-Excitation ResneXt Bottleneck` ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: SEResNeXtBottleneck :members: `Simple ASPP` ~~~~~~~~~~~~~ .. autoclass:: SimpleASPP :members: `MaxAvgPooling` ~~~~~~~~~~~~~~~ .. autoclass:: MaxAvgPool :members: `Upsampling` ~~~~~~~~~~~~ .. autoclass:: UpSample :members: .. autoclass:: SubpixelUpsample :members: Layers ------ `Factories` ~~~~~~~~~~~ .. automodule:: monai.networks.layers.factories .. autoclass:: monai.networks.layers.LayerFactory :members: .. currentmodule:: monai.networks.layers `split_args` ~~~~~~~~~~~~ .. autofunction:: monai.networks.layers.split_args `Dropout` ~~~~~~~~~ .. automodule:: monai.networks.layers.Dropout :members: `Act` ~~~~~ .. automodule:: monai.networks.layers.Act :members: `Norm` ~~~~~~ .. automodule:: monai.networks.layers.Norm :members: `Conv` ~~~~~~ .. automodule:: monai.networks.layers.Conv :members: `Pool` ~~~~~~ .. automodule:: monai.networks.layers.Pool :members: .. currentmodule:: monai.networks.layers `SkipConnection` ~~~~~~~~~~~~~~~~ .. autoclass:: SkipConnection :members: `Flatten` ~~~~~~~~~ .. autoclass:: Flatten :members: `GaussianFilter` ~~~~~~~~~~~~~~~~ .. autoclass:: GaussianFilter :members: `Affine Transform` ~~~~~~~~~~~~~~~~~~ .. autoclass:: monai.networks.layers.AffineTransform :members: `LLTM` ~~~~~~ .. autoclass:: LLTM :members: `Utilities` ~~~~~~~~~~~ .. automodule:: monai.networks.layers.convutils :members: Nets ---- .. currentmodule:: monai.networks.nets `Ahnet` ~~~~~~~ .. autoclass:: AHNet :members: `Densenet3D` ~~~~~~~~~~~~ .. autoclass:: DenseNet :members: .. autofunction:: densenet121 .. autofunction:: densenet169 .. autofunction:: densenet201 .. autofunction:: densenet264 `SegResnet` ~~~~~~~~~~~ .. autoclass:: SegResNet :members: `SegResnetVAE` ~~~~~~~~~~~~~~ .. autoclass:: SegResNetVAE :members: `Senet` ~~~~~~~ .. autoclass:: SENet :members: .. autofunction:: senet154 .. autofunction:: se_resnet50 .. autofunction:: se_resnet101 .. autofunction:: se_resnet152 .. autofunction:: se_resnext50_32x4d .. autofunction:: se_resnext101_32x4d `Highresnet` ~~~~~~~~~~~~ .. autoclass:: HighResNet :members: .. autoclass:: HighResBlock :members: `Unet` ~~~~~~ .. autoclass:: UNet :members: .. autoclass:: Unet .. autoclass:: unet `Vnet` ~~~~~~ .. autoclass:: VNet :members: `Generator` ~~~~~~~~~~~ .. autoclass:: Generator :members: `Regressor` ~~~~~~~~~~~ .. autoclass:: Regressor :members: `Classifier` ~~~~~~~~~~~~ .. autoclass:: Classifier :members: `Discriminator` ~~~~~~~~~~~~~~~ .. autoclass:: Discriminator :members: `Critic` ~~~~~~~~ .. autoclass:: Critic :members: Utilities --------- .. automodule:: monai.networks.utils :members: