| | :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: |
| |
|