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Tensorflow Generative Model Collections ⭐ 3,570

Collection of generative models in Tensorflow

Pytorch Generative Model Collections ⭐ 1,985

Collection of generative models in Pytorch version.

Self Attention Gan ⭐ 1,822

Pytorch implementation of Self-Attention Generative Adversarial Networks (SAGAN)

Wgan Gp ⭐ 1,412

A pytorch implementation of Paper "Improved Training of Wasserstein GANs"

Deep Learning With Cats ⭐ 1,258

Deep learning with cats (^._.^)

Ydata Synthetic ⭐ 1,201

Synthetic data generators for tabular and time-series data

Awesome Gans ⭐ 710

Awesome Generative Adversarial Networks with tensorflow

Stargan Tensorflow ⭐ 693

Simple Tensorflow implementation of StarGAN (CVPR 2018 Oral)

Pytorch Wgan ⭐ 617

Pytorch implementation of DCGAN, WGAN-CP, WGAN-GP

Mimicry ⭐ 556

[CVPR 2020 Workshop] A PyTorch GAN library that reproduces research results for popular GANs.

Tf.gans Comparison ⭐ 474

Implementations of (theoretical) generative adversarial networks and comparison without cherry-picking

Generative Models ⭐ 414

Annotated, understandable, and visually interpretable PyTorch implementations of: VAE, BIRVAE, NSGAN, MMGAN, WGAN, WGANGP, LSGAN, DRAGAN, BEGAN, RaGAN, InfoGAN, fGAN, FisherGAN

Improved Wgan Pytorch ⭐ 393

Improved WGAN in Pytorch

Pokemon_gan ⭐ 376

This is the code for "Generating Pokemon with a Generative Adversarial Network" by Siraj Raval on Youtube

Code for the paper "Adversarially Regularized Autoencoders (ICML 2018)" by Zhao, Kim, Zhang, Rush and LeCun

Chainer Gan Lib ⭐ 367

Chainer implementation of recent GAN variants

Srgan_wasserstein ⭐ 363

Apply Waseerstein GAN into SRGAN, a deep learning super resolution model

Text To Image Synthesis ⭐ 254

Pytorch implementation of Generative Adversarial Text-to-Image Synthesis paper

Rnn.wgan ⭐ 246

Code for training and evaluation of the model from "Language Generation with Recurrent Generative Adversarial Networks without Pre-training"

Dcgan_wgan_wgan Gp_lsgan_sngan_rsgan_began_acgan_pggan_tensorflow ⭐ 191

Implementation of some different variants of GANs by tensorflow, Train the GAN in Google Cloud Colab, DCGAN, WGAN, WGAN-GP, LSGAN, SNGAN, RSGAN, RaSGAN, BEGAN, ACGAN, PGGAN, pix2pix, BigGAN

Pytorch Gan Collections ⭐ 153

PyTorch implementation of DCGAN, WGAN-GP and SNGAN.

Medsynthesisv1 ⭐ 147

This is a copy of package for medical image synthesis work with LRes-ResUnet and GAN (wgan-gp) in pytorch framework

Cvae Gan Zoos Pytorch Beginner ⭐ 116

For beginner, this will be the best start for VAEs, GANs, and CVAE-GAN. This contains AE, DAE, VAE, GAN, CGAN, DCGAN, WGAN, WGAN-GP, VAE-GAN, CVAE-GAN. All use PyTorch.

Tf Exercise Gan ⭐ 109

Tensorflow implementation of different GANs and their comparisions

Pytorch implementation of Wasserstein GANs with Gradient Penalty

F Anogan ⭐ 98

Code for reproducing f-AnoGAN training and anomaly scoring

Wasserstein Gan ⭐ 95

Chainer implementation of Wasserstein GAN

Visual Feature Attribution Using Wasserstein Gans Pytorch ⭐ 92

Implementation of Visual Feature Attribution using Wasserstein GANs (VAGANs, https://arxiv.org/abs/1711.08998) in PyTorch

Inpainting Gmcnn Keras ⭐ 87

Keras implementation of "Image Inpainting via Generative Multi-column Convolutional Neural Networks" paper published at NIPS 2018

Wasserstein DCGAN in Tensorflow/Keras

F Anogan ⭐ 86

Implementation of f-AnoGAN with PyTorch

Gans Collections Tf2.0_keras Eager_mode ⭐ 85

This repository implements all kinds of GAN-models based on tensorflow2.0 keras API including GAN, CGAN, WGAN, WGAN_GP, VAE, CVAE, LSGAN, infoGAN, EBGAN, BEGAN, ACGAN

Unified Gan Tensorflow ⭐ 78

A Tensorflow implementation of GAN, WGAN and WGAN with gradient penalty.

Wgan Gp Anomaly ⭐ 73

gan, wgan-gp, anomaly detection, unsupervised, pytorch

Compare Tensorflow Pytorch ⭐ 69

Compare outputs between layers written in Tensorflow and layers written in Pytorch

Mnistgans ⭐ 66

Some implementations of GAN.

Chainer Gan Experiments ⭐ 65

Various GANs with Chainer

Tensorflow code of Dist-GAN, GN-GAN and other GAN methods

Wgan Gp Tensorflow ⭐ 62

WGAN-GP tensorflow implementation

The implementation of Temporal Generative Adversarial Nets with Singular Value Clipping

Animeface ⭐ 57

Training deep models using anime, illustration images.

Adversarial Autoencoder ⭐ 57

An adversarial autoencoder implementation in pytorch

Logo Gen ⭐ 51

Accompanying code for the paper "Logo Synthesis and Manipulation with Clustered Generative Adversarial Networks"

Anime_gan ⭐ 51

GAN models with Anime.

Generative_zoo ⭐ 50

Vessel Wgan Pytorch ⭐ 46

An implementation of《Retinal Vessel Segmentation in Fundoscopic Images with Generative Adversarial Networks》

Deblurgan Pytorch ⭐ 45

An easy-to-read implementation of DeblurGAN

🐳 GAN implemented as Tensorflow 2.X

Minimal_wgan ⭐ 44

A minimal implementation of Wasserstein GAN

Unsupervised representation learning with CapsNet based Generative Adversarial Networks

Official implementation of "GS-WGAN: A Gradient-Sanitized Approach for Learning Differentially Private Generators" (NeurIPS 2020)

Design of Simulations using WGAN

Srgan Pytorch ⭐ 39

A PyTorch implementation of SRGAN specific for Anime Super Resolution based on "Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network". And another PyTorch WGAN-gp implementation of SRGAN referring to "Improved Training of Wasserstein GANs".

Cppn Wgan ⭐ 39

Generative Art Experiments

Wgan Gp Tensorflow ⭐ 37

TensorFlow implementations of Wasserstein GAN with Gradient Penalty (WGAN-GP), Least Squares GAN (LSGAN), GANs with the hinge loss.

Pytorch Gans ⭐ 36

Various GANs in pytorch environment

Gan_practice ⭐ 36

dcgan,wgan and improved wgan implementation by tensorflow

Wae Pytorch ⭐ 36

Chainer Pggan ⭐ 34

Progressive Growing of GANs implemented with chainer

Anime Wgan ⭐ 34

pytorch implementation of WGAN to generate anime avatar

Multi Categorical Gans ⭐ 33

Code for the paper "Generating Multi-Categorical Samples with Generative Adversarial Networks"

Wgan Tensorflow ⭐ 30

Wasserstein GAN TensorFlow Implementation

Implemention of "CVAE-GAN: Fine-Grained Image Generation through Asymmetric Training"

Code for the paper "Banach Wasserstein GAN"

Wgan Gp Tensorflow ⭐ 24

Tensorflow Implementation of Paper "Improved Training of Wasserstein GANs"

Rumigans ⭐ 24

Code accompanying the NeurIPS 2020 submission "Teaching a GAN What Not to Learn."

Wgan Gp Anomaly ⭐ 23

gan, wgan-gp, anomaly detection, unsupervised, pytorch

Speech Enhancement Wgan ⭐ 23

speech enhancement GAN on waveform/log-power-spectrum data using Improved WGAN

Cyclegan Music Style Transfer Refactorization ⭐ 22

Symbolic Music Genre Transfer with CycleGAN - Refactorization

Glsgan Gp ⭐ 22

Generalized Loss-Sensitive Generative Adversarial Networks (GLS-GAN) in PyTorch with gradient penalty, including both LS-GAN and WGAN as special cases.

Gans Keras ⭐ 21

GANs Implementations in Keras

Tf2 Image Generation ⭐ 21

Tensorflow2 reimplementation of image generation model (GAN, Style Transfer, Image to Image Translation, etc)

Improved Wasserstein Gan ⭐ 20

Implementation of the improved WGAN in Tensorflow

Performance Comparison Of Gan On Cifar 10 ⭐ 20

Performance comparison of ACGAN, BEGAN, CGAN, DRAGAN, EBGAN, GAN, infoGAN, LSGAN, VAE, WGAN, WGAN_GP on cifar-10

Implementation Molgan Pytorch ⭐ 20

PyTorch implementation of MolGAN: MolGAN: An implicit generative model for small molecular graphs.

Cwgan Gp ⭐ 20

A keras implementation of conditional wgan-gp

Celeba Gan Pytorch ⭐ 20

Generative Adversarial Networks in PyTorch

Chainer Wasserstein Gan ⭐ 20

Chainer implementation of the Wesserstein GAN

Intrusing Detection System Attack ⭐ 19

Using Wasserstein Generative Adversarial Network to fool intrusion detection systems (IDS) into believing that malicious traffic is normal traffic.

Pytorch Basic Gans ⭐ 19

Simple Pytorch implementations of most used Generative Adversarial Network (GAN) varieties.

Improved Wasserstein Gan Application On Mri Images ⭐ 19

Improved Wasserstein GAN (WGAN-GP) application on medical (MRI) images

Pytorch Wgan Gp ⭐ 18

PyTorch implementation of "Improved Training of Wasserstein GANs", arxiv:1704.00028

Srgan With Wgan Loss Tensorflow ⭐ 18

SRGAN (super resolution generative adversarial networks) with WGAN loss function in TensorFlow

Improved_wgan_training ⭐ 18

Code for reproducing experiments in "Improved Training of Wasserstein GANs"

Mxnet Wgan ⭐ 18

mxnet implement for Conditional Wasserstein GAN

Text Wgan ⭐ 18

Improved Training of Wasserstein GANs for Text Generation

Improved_wgan ⭐ 17

Implementation of the "Improved Training of Wasserstein GANs" paper in TensorFlow

Cyclegan ⭐ 17

A simple code of CycleGAN which is easy to read is implemented by TensorFlow

Celeba Cyclegan ⭐ 17

An implementation of cycle-gan that trains on celebA dataset

Rich_latent ⭐ 16

rich posterior approximations and anomaly detection

Keras Gan Library ⭐ 15

Implementation of GAN papers on Keras.

A 1D toy example of optimizing a generative model using the WGAN-GP model.

Vanillagan Tensorflow ⭐ 14

Vanilla GAN TensorFlow Implementation

Generative Adversarial Network

Stargan Tensorflow ⭐ 14

Implementation of StarGAN in Tensorflow

Gan_audio_inpainting ⭐ 14

Videodcgan ⭐ 14

Implementation of a GAN that generates video using LSTM and ConvNet in Tensorflow

Gan Flow ⭐ 14

Tf Gans Loss ⭐ 13

Loss function of various types of GANs

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