wgan

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

python machine-learning pytorch discriminator generative-adversarial-network gan infogan autoencoder vae wasserstein wgan lsgan began generative-models dragan fishergan mmgan nsgan ragan fgan

UpdatedNov 19, 2018
Jupyter Notebook

khanrc /tf.gans-comparison

Star466

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

tensorflow gan dcgan ebgan gans celeba wgan lsgan lsun began wgan-gp dragan

UpdatedMar 9, 2018
Python

amanchadha /coursera-gan-specialization

Star462

Programming assignments and quizzes from all courses within the GANs specialization offered by deeplearning.ai

deep-learning neural-network coursera pytorch artificial-intelligence generative-adversarial-network gan dcgan generative-model gans pix2pix bias wgan data-augmentation u-net conditional-gan deeplearning-ai bias-detection biggan stylegan

UpdatedJul 1, 2021
Jupyter Notebook

LynnHo /DCGAN-LSGAN-WGAN-GP-DRAGAN-Tensorflow-2

Star421

Reimplementation of GANs

tensorflow gan dcgan gans wgan lsgan wgan-gp dragan wasserstein-gans tensorflow2

UpdatedDec 13, 2021
Python

Yangyangii /GAN-Tutorial

Star390

Simple Implementation of many GAN models with PyTorch.

pytorch gan mnist infogan dcgan regularization celeba wgan began wgan-gp infogan-pytorch conditional-gan pytorch-gan gan-implementations vanilla-gan gan-pytorch gan-tutorial stanford-cars cars-dataset began-pytorch

UpdatedFeb 22, 2023
Jupyter Notebook

amirbar /rnn.wgan

Star250

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

nlp text-generation gan gans text-generator wgan

UpdatedApr 11, 2018
Python

MingtaoGuo /DCGAN_WGAN_WGAN-GP_LSGAN_SNGAN_RSGAN_BEGAN_ACGAN_PGGAN_TensorFlow

Star229

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

tensorflow generative-adversarial-network dcgan colab wgan began wgan-gp acgan pggan sngan face-generative rsgan rasgan

UpdatedAug 20, 2022
Python

mafda /generative_adversarial_networks_101

Star209

Keras implementations of Generative Adversarial Networks. GANs, DCGAN, CGAN, CCGAN, WGAN and LSGAN models with MNIST and CIFAR-10 datasets.

tensorflow keras jupyter-notebook generative-adversarial-network gan mnist dcgan mnist-dataset gans generative-adversarial-networks wgan cifar10 conda-environment lsgan cgan cifar-10 cgans ccgan ccgans lsgans

UpdatedNov 8, 2023
Jupyter Notebook

chenyuntc /pytorch-GAN

Star188

A minimal implementaion (less than 150 lines of code with visualization) of DCGAN/WGAN in PyTorch with jupyter notebooks

gan wgan

UpdatedJan 28, 2018
Jupyter Notebook

yfeng95 /GAN_Theories

Star188

Resources and Implementations of Generative Adversarial Nets which are focusing on how to stabilize training process and generate high quality images: DCGAN, WGAN, EBGAN, BEGAN, etc.

dcgan ebgan wgan began gan-theories

UpdatedMay 6, 2017
Python

GAN and VAE implementations to generate artificial EEG data to improve motor imagery classification. Data based on BCI Competition IV, datasets 2a. Final project for UCLA's EE C247: Neural Networks and Deep Learning course.

eeg dcgan vae wgan wgan-gp tensorflow2