surfify.models¶

Common architectures.

Classes:

• surfify.models.HemiFusionDecoder

• surfify.models.HemiFusionEncoder

• surfify.models.SphericalBase

• surfify.models.SphericalGUNet

• surfify.models.SphericalGVGG

• surfify.models.SphericalGVGG11

• surfify.models.SphericalGVGG11BN

• surfify.models.SphericalGVGG13

• surfify.models.SphericalGVGG13BN

• surfify.models.SphericalGVGG16

• surfify.models.SphericalGVGG16BN

• surfify.models.SphericalGVGG19

• surfify.models.SphericalGVGG19BN

• surfify.models.SphericalHemiFusionDecoder

• surfify.models.SphericalHemiFusionEncoder

• surfify.models.SphericalUNet

• surfify.models.SphericalVAE

• surfify.models.SphericalVGG

• surfify.models.SphericalVGG11

• surfify.models.SphericalVGG11BN

• surfify.models.SphericalVGG13

• surfify.models.SphericalVGG13BN

• surfify.models.SphericalVGG16

• surfify.models.SphericalVGG16BN

• surfify.models.SphericalVGG19

• surfify.models.SphericalVGG19BN

surfify.models.base¶

A base class for spherical networks that generate the requested icosahedrons and related informations.

Classes:

• surfify.models.base.SphericalBase

surfify.models.vae¶

Cortical Spherical Variational Auto-Encoder (GMVAE) models.

[1] Representation Learning of Resting State fMRI with Variational Autoencoder: https://github.com/libilab/rsfMRI-VAE

Classes:

• surfify.models.vae.HemiFusionDecoder

• surfify.models.vae.HemiFusionEncoder

• surfify.models.vae.SphericalHemiFusionDecoder

• surfify.models.vae.SphericalHemiFusionEncoder

• surfify.models.vae.SphericalVAE

Functions:

• surfify.models.vae.compute_output_dim

surfify.models.vgg¶

Spherical implementation of the torch vision VGG.

Classes:

• surfify.models.vgg.SphericalGVGG

• surfify.models.vgg.SphericalGVGG11

• surfify.models.vgg.SphericalGVGG11BN

• surfify.models.vgg.SphericalGVGG13

• surfify.models.vgg.SphericalGVGG13BN

• surfify.models.vgg.SphericalGVGG16

• surfify.models.vgg.SphericalGVGG16BN

• surfify.models.vgg.SphericalGVGG19

• surfify.models.vgg.SphericalGVGG19BN

• surfify.models.vgg.SphericalVGG

• surfify.models.vgg.SphericalVGG11

• surfify.models.vgg.SphericalVGG11BN

• surfify.models.vgg.SphericalVGG13

• surfify.models.vgg.SphericalVGG13BN

• surfify.models.vgg.SphericalVGG16

• surfify.models.vgg.SphericalVGG16BN

• surfify.models.vgg.SphericalVGG19

• surfify.models.vgg.SphericalVGG19BN

Functions:

• surfify.models.vgg.class_factory

surfify.models.unet¶

The spherical UNet architecture.

Classes:

• surfify.models.unet.DownBlock

• surfify.models.unet.DownGBlock

• surfify.models.unet.GraphicalUNet

• surfify.models.unet.SphericalGUNet

• surfify.models.unet.SphericalUNet

• surfify.models.unet.UpBlock

• surfify.models.unet.UpGBlock