Benchmarks

• MNIST
• CIFAR
• CELEBA

In this model are gathered some predefined neural nets architectures that may be used on benchmark datasets such as MNIST, CIFAR or CELEBA

MNIST

A collection of Neural nets used to perform the benchmark on MNIST

ConvNets

Encoder_Conv_AE_MNIST	A Convolutional encoder suited for MNIST and Autoencoder-based models.
Encoder_Conv_VAE_MNIST	A Convolutional encoder suited for MNIST and Variational Autoencoder-based models.
Encoder_Conv_SVAE_MNIST	A Convolutional encoder suited for mnist and Hyperspherical autoencoder Variational Autoencoder.
Decoder_Conv_AE_MNIST	A Convolutional decoder suited for MNIST and Autoencoder-based models.
Discriminator_Conv_MNIST	A Convolutional discriminator suited for MNIST.

ResNets

Encoder_ResNet_AE_MNIST	A ResNet encoder suited for MNIST and Autoencoder-based models.
Encoder_ResNet_VAE_MNIST	A ResNet encoder suited for MNIST and Variational Autoencoder-based models.
Encoder_ResNet_SVAE_MNIST	A ResNet encoder suited for MNIST and Hyperspherical VAE models.
Decoder_ResNet_AE_MNIST	A ResNet decoder suited for MNIST and Autoencoder-based models.

CIFAR

A collection of Neural nets used to perform the benchmark on CIFAR

ConvNets

Encoder_Conv_AE_CIFAR	A Convolutional encoder Neural net suited for CIFAR and Autoencoder-based models.
Encoder_Conv_VAE_CIFAR	A Convolutional encoder Neural net suited for CIFAR and Variational Autoencoder-based models.
Encoder_Conv_SVAE_CIFAR	A Convolutional encoder Neural net suited for CIFAR and Hyperspherical Variational Autoencoder.
Decoder_Conv_AE_CIFAR	A Convolutional decoder Neural net suited for CIFAR and Autoencoder-based models.
Discriminator_Conv_CIFAR	A Convolutional discriminator Neural net suited for CIFAR.

ResNets

Encoder_ResNet_AE_CIFAR	A ResNet encoder suited for CIFAR and Autoencoder-based models.
Encoder_ResNet_VAE_CIFAR	A ResNet encoder suited for CIFAR and Variational Autoencoder-based models.
Encoder_ResNet_SVAE_CIFAR	A ResNet encoder suited for CIFAR and Hyperspherical VAE models.
Decoder_ResNet_AE_CIFAR	A ResNet decoder suited for CIFAR and Autoencoder-based models.

CELEBA-64

A collection of Neural nets used to perform the benchmark on CELEBA

ConvNets

Encoder_Conv_AE_CELEBA	A Convolutional encoder Neural net suited for CELEBA-64 and Autoencoder-based models.
Encoder_Conv_VAE_CELEBA	A Convolutional encoder Neural net suited for CELEBA-64 and Variational Autoencoder-based models.
Encoder_Conv_SVAE_CELEBA	A Convolutional encoder Neural net suited for CELEBA-64 and Hyperspherical autoencoder Variational Autoencoder.
Decoder_Conv_AE_CELEBA	A Convolutional decoder Neural net suited for CELEBA-64 and Autoencoder-based models.
Discriminator_Conv_CELEBA	A Convolutional discriminator Neural net suited for CELEBA.

ConvNets

Encoder_ResNet_AE_CELEBA	A ResNet encoder suited for CELEBA and Autoencoder-based models.
Encoder_ResNet_VAE_CELEBA	A ResNet encoder suited for CELEBA and Variational Autoencoder-based models.
Encoder_ResNet_SVAE_CELEBA	A ResNet encoder suited for CELEBA and Hyperspherical VAE models.
Decoder_ResNet_AE_CELEBA	A ResNet decoder suited for CELEBA and Autoencoder-based models.

Note

In case you want to provide your own neural architecture, make sure you make them inherit from these classes. See tutorials.