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Generative Adversarial Network

Generative adversarial networks (GAN) are a class of generative machine learning frameworks. A GAN consists of two competing neural networks, often termed the Discriminator network and the Generator network. GANs have been shown to be powerful generative models and are able to successfully generate new data given a large enough training dataset.

https://github.com/agrimgupta92/sgan

Code for "Social GAN: Socially Acceptable Trajectories with Generative Adversarial Networks", Gupta et al, CVPR 2018

deep-learning generative-adversarial-network human-trajectory-prediction pytorch social-navigation trajectory-prediction

Last synced: 10 Nov 2024

https://github.com/shaoanlu/fewshot-face-translation-GAN

Generative adversarial networks integrating modules from FUNIT and SPADE for face-swapping.

face-swap faceswap gan generative-adversarial-network image-to-image image-to-image-translation image-translation

Last synced: 27 Oct 2024

https://github.com/switchablenorms/DeepFashion_Try_On

Official code for "Towards Photo-Realistic Virtual Try-On by Adaptively Generating↔Preserving Image Content",CVPR‘20 https://arxiv.org/abs/2003.05863

acgpn deepfashion generative-adversarial-network visual-try-on

Last synced: 18 Nov 2024

https://github.com/shaoanlu/fewshot-face-translation-gan

Generative adversarial networks integrating modules from FUNIT and SPADE for face-swapping.

face-swap faceswap gan generative-adversarial-network image-to-image image-to-image-translation image-translation

Last synced: 25 Jan 2025

https://github.com/yuanming-hu/exposure

Learning infinite-resolution image processing with GAN and RL from unpaired image datasets, using a differentiable photo editing model.

computational-photography deep-learning gan generative-adversarial-network image-processing reinforcement-learning

Last synced: 25 Jan 2025

https://github.com/dyelax/Adversarial_Video_Generation

A TensorFlow Implementation of "Deep Multi-Scale Video Prediction Beyond Mean Square Error" by Mathieu, Couprie & LeCun.

adversarial-networks deep-learning deep-neural-networks gan generative-adversarial-network video-prediction-models

Last synced: 27 Nov 2024

https://github.com/cvondrick/videogan

Generating Videos with Scene Dynamics. NIPS 2016.

computer-vision deep-learning generative-adversarial-network video

Last synced: 31 Oct 2024

https://github.com/yuval-alaluf/stylegan3-editing

Official Implementation of "Third Time's the Charm? Image and Video Editing with StyleGAN3" (AIM ECCVW 2022) https://arxiv.org/abs/2201.13433

generative-adversarial-network image-editing stylegan stylegan-encoder stylegan3

Last synced: 25 Jan 2025

https://github.com/sgrvinod/a-pytorch-tutorial-to-super-resolution

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network | a PyTorch Tutorial to Super-Resolution

gan gans generative-adversarial-network pytorch pytorch-tutorial srgan super-resolution

Last synced: 25 Jan 2025

https://github.com/sgrvinod/a-PyTorch-Tutorial-to-Super-Resolution

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network | a PyTorch Tutorial to Super-Resolution

gan gans generative-adversarial-network pytorch pytorch-tutorial srgan super-resolution

Last synced: 17 Jan 2025

https://github.com/suragnair/seqgan

A simplified PyTorch implementation of "SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient." (Yu, Lantao, et al.)

deep-learning gan generative-adversarial-network generative-model natural-language-processing natural-language-understanding nlp policy-gradient seqgan

Last synced: 19 Jan 2025

https://github.com/project-monai/generativemodels

MONAI Generative Models makes it easy to train, evaluate, and deploy generative models and related applications

anomaly-detection diffusion-models generative-adversarial-network generative-models image-synthesis image-translation medical-imaging monai mri-reconstruction

Last synced: 20 Jan 2025

https://github.com/OndrejTexler/Few-Shot-Patch-Based-Training

The official implementation of our SIGGRAPH 2020 paper Interactive Video Stylization Using Few-Shot Patch-Based Training

deep-learning gan generative-adversarial-network image-generation image-to-image-translation pytorch style-transfer

Last synced: 15 Nov 2024

https://github.com/paulbricman/thisrepositorydoesnotexist

A curated list of awesome projects which use Machine Learning to generate synthetic content.

generation-algorithms generative-adversarial-network synthetic-data synthetic-dataset-generation synthetic-images

Last synced: 18 Jan 2025

https://github.com/jonbruner/generative-adversarial-networks

Introduction to generative adversarial networks, with code to accompany the O'Reilly tutorial on GANs

gan generative-adversarial-network tensorflow tensorflow-models tensorflow-tutorials

Last synced: 19 Jan 2025

https://github.com/junyanz/von

[NeurIPS 2018] Visual Object Networks: Image Generation with Disentangled 3D Representation.

3d cyclegan disentangled-representations gans generative-adversarial-network pix2pix pytorch shape-generation

Last synced: 19 Jan 2025

https://github.com/znxlwm/pytorch-mnist-celeba-gan-dcgan

Pytorch implementation of Generative Adversarial Networks (GAN) and Deep Convolutional Generative Adversarial Networks (DCGAN) for MNIST and CelebA datasets

celeba dcgan gan generative-adversarial-network mnist pytorch

Last synced: 25 Jan 2025

https://github.com/Justin-Tan/generative-compression

TensorFlow Implementation of Generative Adversarial Networks for Extreme Learned Image Compression

computer-vision gan generative-adversarial-network image-compression tensorflow

Last synced: 27 Nov 2024

https://github.com/onion-liu/BlendGAN

Official PyTorch implementation of "BlendGAN: Implicitly GAN Blending for Arbitrary Stylized Face Generation" (NeurIPS 2021)

gan generative-adversarial-network image-generation style-transfer

Last synced: 04 Nov 2024

https://github.com/znxlwm/pytorch-mnist-celeba-cgan-cdcgan

Pytorch implementation of conditional Generative Adversarial Networks (cGAN) and conditional Deep Convolutional Generative Adversarial Networks (cDCGAN) for MNIST dataset

cdcgan celeba cgan conditional-dcgan conditional-gan gender generative-adversarial-network mnist pytorch

Last synced: 20 Jan 2025

https://github.com/shayneobrien/generative-models

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

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

Last synced: 02 Nov 2024

https://github.com/Project-MONAI/GenerativeModels

MONAI Generative Models makes it easy to train, evaluate, and deploy generative models and related applications

anomaly-detection diffusion-models generative-adversarial-network generative-models image-synthesis image-translation medical-imaging monai mri-reconstruction

Last synced: 26 Oct 2024

https://github.com/mrtornado24/ide-3d

[SIGGRAPH Asia 2022] IDE-3D: Interactive Disentangled Editing For High-Resolution 3D-aware Portrait Synthesis

3d-aware-image-synthesis face-editing generative-adversarial-network inversion nerf

Last synced: 20 Jan 2025

https://github.com/0b01/simgan-captcha

Solve captcha without manually labeling a training set

captcha-solving gan generative-adversarial-network keras neural-network simgan

Last synced: 19 Jan 2025

https://github.com/0b01/SimGAN-Captcha

Solve captcha without manually labeling a training set

captcha-solving gan generative-adversarial-network keras neural-network simgan

Last synced: 14 Nov 2024

https://github.com/eliahuhorwitz/deepsim

Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)

computer-graphics computer-vision deep-learning deep-neural-networks edge-to-image generative-adversarial-network iccv2021 image-editing image-to-image-translation pytorch segmantation-to-image single-image

Last synced: 21 Jan 2025

https://github.com/eliahuhorwitz/DeepSIM

Official PyTorch implementation of the paper: "DeepSIM: Image Shape Manipulation from a Single Augmented Training Sample" (ICCV 2021 Oral)

computer-graphics computer-vision deep-learning deep-neural-networks edge-to-image generative-adversarial-network iccv2021 image-editing image-to-image-translation pytorch segmantation-to-image single-image

Last synced: 27 Nov 2024

https://github.com/shekkizh/wassersteingan.tensorflow

Tensorflow implementation of Wasserstein GAN - arxiv: https://arxiv.org/abs/1701.07875

gan generative-adversarial-network tensorflow wasserstein

Last synced: 21 Jan 2025

https://github.com/mjdietzx/SimGAN

Implementation of Apple's Learning from Simulated and Unsupervised Images through Adversarial Training

deep-learning gan generative-adversarial-network keras machine-learning neural-networks simulated-unsupervised-learning simulations tensorflow

Last synced: 27 Nov 2024

https://github.com/pfnet-research/chainer-gan-lib

Chainer implementation of recent GAN variants

dcgan deep-learning generative-adversarial-network wgan-gp

Last synced: 20 Jan 2025

https://github.com/instillai/Generative-Adversarial-Networks-Roadmap

The Roadmap to Learn Generative Adversarial Networks (GANs)

deep-learning generative-adversarial-network machine-learning

Last synced: 12 Nov 2024

https://github.com/amanchadha/iseebetter

iSeeBetter: Spatio-Temporal Video Super Resolution using Recurrent-Generative Back-Projection Networks | Python3 | PyTorch | GANs | CNNs | ResNets | RNNs | Published in Springer Journal of Computational Visual Media, September 2020, Tsinghua University Press

cnn convolutional-neural-network convolutional-neural-networks gan gans generative-adversarial-network psnr pytorch recurrent-neural-networks residual-networks resnet resnets rnn self-supervised-learning srgan ssim super-resolution unsupervised-learning video-processing video-super-resolution

Last synced: 19 Jan 2025

https://github.com/reiinakano/gan-playground

GAN Playground - Experiment with Generative Adversarial Nets in your browser. An introduction to GANs.

deep-learning gan generative-adversarial-network machine-learning neural-network

Last synced: 23 Jan 2025

https://github.com/apple/ml-gmpi

[ECCV 2022, Oral Presentation] Official PyTorch implementation of GMPI

3d eccv2022 generative-adversarial-network generative-model multiplane-images neural-rendering pytorch

Last synced: 20 Jan 2025

https://github.com/omerbsezer/generative_models_tutorial_with_demo

Generative Models Tutorial with Demo: Bayesian Classifier Sampling, Variational Auto Encoder (VAE), Generative Adversial Networks (GANs), Popular GANs Architectures, Auto-Regressive Models, Important Generative Model Papers, Courses, etc..

auto-regressive-model bayesian-classifiers cyclegan dcgan gans gaussian-mixture-models generative-adversarial-network generative-model tutorial tutorial-code variational-autoencoder variational-inference

Last synced: 23 Jan 2025

https://github.com/oswaldoludwig/Seq2seq-Chatbot-for-Keras

This repository contains a new generative model of chatbot based on seq2seq modeling.

chatbot conversational-agents deep-learning dialogue dialogue-generation gan generative-adversarial-network glove keras nlp seq2seq

Last synced: 02 Nov 2024

https://github.com/omerbsezer/Generative_Models_Tutorial_with_Demo

Generative Models Tutorial with Demo: Bayesian Classifier Sampling, Variational Auto Encoder (VAE), Generative Adversial Networks (GANs), Popular GANs Architectures, Auto-Regressive Models, Important Generative Model Papers, Courses, etc..

auto-regressive-model bayesian-classifiers cyclegan dcgan gans gaussian-mixture-models generative-adversarial-network generative-model tutorial tutorial-code variational-autoencoder variational-inference

Last synced: 27 Nov 2024

https://github.com/marian42/shapegan

Generative Adversarial Networks and Autoencoders for 3D Shapes

3d autoencoder gan generative-adversarial-network machine-learning pytorch sdf

Last synced: 22 Jan 2025

https://github.com/fjxmlzn/DoppelGANger

[IMC 2020 (Best Paper Finalist)] Using GANs for Sharing Networked Time Series Data: Challenges, Initial Promise, and Open Questions

dataset-generation datasets doppelganger fidelity gan gans generative-adversarial-network privacy synthetic-data synthetic-data-generation synthetic-data-generator synthetic-dataset-generation time-series timeseries

Last synced: 19 Nov 2024

https://github.com/tobran/DF-GAN

[CVPR2022 oral] A Simple and Effective Baseline for Text-to-Image Synthesis

generative-adversarial-network text-to-image

Last synced: 04 Nov 2024

https://github.com/sangwoomo/FreezeD

Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs (CVPRW 2020)

gan generative-adversarial-network generative-models transfer-learning

Last synced: 15 Nov 2024

https://github.com/meetps/tf-3dgan

Tensorflow implementation of 3D Generative Adversarial Network.

deep-learning generative-adversarial-network tensorflow

Last synced: 23 Jan 2025

https://github.com/sdv-dev/TGAN

Generative adversarial training for generating synthetic tabular data.

generative-adversarial-network synthesizing-tabular-data synthetic-data tabular-data

Last synced: 12 Nov 2024

https://github.com/sdv-dev/tgan

Generative adversarial training for generating synthetic tabular data.

generative-adversarial-network synthesizing-tabular-data synthetic-data tabular-data

Last synced: 21 Jan 2025

https://github.com/kkanshul/finegan

FineGAN: Unsupervised Hierarchical Disentanglement for Fine-grained Object Generation and Discovery

computer-vision deep-learning disentangled-representations fine-grained gans generative-adversarial-network image-generation image-manipulation pytorch

Last synced: 15 Nov 2024

https://github.com/xpixelgroup/ranksrgan

ICCV 2019 (oral) RankSRGAN: Generative Adversarial Networks with Ranker for Image Super-Resolution. PyTorch implementation

gan generative-adversarial-network iccv2019 learning-to-rank low-level-vision pytorch super-resolution

Last synced: 23 Jan 2025

https://ali-design.github.io/gan_steerability/

On the "steerability" of generative adversarial networks

computer-vision deep-learning gan generative-adversarial-network

Last synced: 11 Nov 2024

https://github.com/ali-design/gan_steerability

On the "steerability" of generative adversarial networks

computer-vision deep-learning gan generative-adversarial-network

Last synced: 15 Nov 2024

https://github.com/prinsphield/elegant

ELEGANT: Exchanging Latent Encodings with GAN for Transferring Multiple Face Attributes

face-attribute-transfer generative-adversarial-network image-interpolation multi-attribute

Last synced: 24 Jan 2025

https://github.com/ImagingLab/Colorizing-with-GANs

Grayscale Image Colorization with Generative Adversarial Networks. https://arxiv.org/abs/1803.05400

colorization convolutional-networks deep-learning gans generative-adversarial-network

Last synced: 14 Nov 2024

https://github.com/clovaai/generative-evaluation-prdc

Code base for the precision, recall, density, and coverage metrics for generative models. ICML 2020.

deep-learning diversity evaluation evaluation-metrics fidelity generative-adversarial-network generative-model icml icml-2020 icml2020 machine-learning precision recall

Last synced: 25 Jan 2025

https://github.com/savan77/The-GAN-World

Everything about Generative Adversarial Networks

gan generative-adversarial-network pytorch tensorflow

Last synced: 02 Nov 2024

https://github.com/hasnainraz/fast-aginggan

A deep learning model to age faces in the wild, currently runs at 60+ fps on GPUs

cnn cycle-gan face-aging faceapp gan generative-adversarial-network neural-network pytorch pytorch-lightning realtime-face-aging tensorboard

Last synced: 22 Jan 2025

https://github.com/jiamings/wgan

Tensorflow Implementation of Wasserstein GAN (and Improved version in wgan_v2)

generative generative-adversarial-network generative-model tensorflow tensorflow-experiments tensorflow-models

Last synced: 26 Jan 2025

https://github.com/MingtaoGuo/DCGAN_WGAN_WGAN-GP_LSGAN_SNGAN_RSGAN_BEGAN_ACGAN_PGGAN_TensorFlow

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

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

Last synced: 02 Nov 2024

https://github.com/mingtaoguo/dcgan_wgan_wgan-gp_lsgan_sngan_rsgan_began_acgan_pggan_tensorflow

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

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

Last synced: 24 Jan 2025

https://github.com/ai-forever/movqgan

MoVQGAN - model for the image encoding and reconstruction

gan generative-adversarial-network image-compression image-encoding image-reconstruction

Last synced: 10 Jan 2025

https://github.com/mafda/generative_adversarial_networks_101

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

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

Last synced: 23 Jan 2025

https://github.com/lucidrains/unet-stylegan2

A Pytorch implementation of Stylegan2 with UNet Discriminator

artificial-intelligence deep-learning generative-adversarial-network u-net

Last synced: 21 Jan 2025

https://github.com/advimman/cips

Official repository for the paper "Image Generators with Conditionally-Independent Pixel Synthesis" (CVPR2021, Oral)

deep-learning foveated-rendering gan generative-adversarial-network implicit-functions

Last synced: 11 Nov 2024

https://github.com/shekkizh/neuralnetworks.thought-experiments

Observations and notes to understand the workings of neural network models and other thought experiments using Tensorflow

generative-adversarial-network generative-model neural-network optimal-brain-damage pruning uncertainty-neural-networks

Last synced: 19 Dec 2024

https://github.com/pavitrakumar78/Anime-Face-GAN-Keras

A DCGAN to generate anime faces using custom mined dataset

anime cnn deep-learning face gan generative-adversarial-network keras python

Last synced: 12 Nov 2024

https://github.com/ethanhe42/gan-mnist

Generative Adversarial Network for MNIST with tensorflow

dcgan-model deep-learning face gan generative-adversarial-network mnist tensorflow

Last synced: 21 Jan 2025

https://github.com/stormraiser/GAN-weight-norm

Code for "On the Effects of Batch and Weight Normalization in Generative Adversarial Networks"

deep-learning generative-adversarial-network

Last synced: 02 Nov 2024