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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/junyanz/cyclegan

Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

computer-graphics computer-vision cyclegan deep-learning gan gans generative-adversarial-network image-generation image-manipulation pix2pix torch

Last synced: 21 Jan 2025

https://github.com/junyanz/CycleGAN

Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

computer-graphics computer-vision cyclegan deep-learning gan gans generative-adversarial-network image-generation image-manipulation pix2pix torch

Last synced: 25 Oct 2024

https://junyanz.github.io/CycleGAN/

Software that can generate photos from paintings, turn horses into zebras, perform style transfer, and more.

computer-graphics computer-vision cyclegan deep-learning gan gans generative-adversarial-network image-generation image-manipulation pix2pix torch

Last synced: 27 Oct 2024

https://github.com/open-mmlab/mmagic

OpenMMLab Multimodal Advanced, Generative, and Intelligent Creation Toolbox. Unlock the magic 🪄: Generative-AI (AIGC), easy-to-use APIs, awsome model zoo, diffusion models, for text-to-image generation, image/video restoration/enhancement, etc.

aigc computer-vision deep-learning diffusion diffusion-models generative-adversarial-network generative-ai image-editing image-generation image-processing image-synthesis inpainting matting pytorch super-resolution text2image video-frame-interpolation video-interpolation video-super-resolution

Last synced: 20 Jan 2025

https://github.com/junyanz/igan

Interactive Image Generation via Generative Adversarial Networks

computer-graphics computer-vision dcgan deep-learning gan generative-adversarial-network image-manipulation pix2pix

Last synced: 24 Jan 2025

https://github.com/junyanz/iGAN

Interactive Image Generation via Generative Adversarial Networks

computer-graphics computer-vision dcgan deep-learning gan generative-adversarial-network image-manipulation pix2pix

Last synced: 27 Oct 2024

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

Simplest working implementation of Stylegan2, state of the art generative adversarial network, in Pytorch. Enabling everyone to experience disentanglement

artificial-intelligence generative-adversarial-network generative-model machine-learning pytorch

Last synced: 21 Jan 2025

https://github.com/postech-cvlab/pytorch-studiogan

StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.

biggan clean-fid data-efficient-gan-training deep-learning generative-adversarial-network machine-learning pytorch stylegan2 stylegan2-ada stylegan3

Last synced: 21 Jan 2025

https://github.com/POSTECH-CVLab/PyTorch-StudioGAN

StudioGAN is a Pytorch library providing implementations of representative Generative Adversarial Networks (GANs) for conditional/unconditional image generation.

biggan clean-fid data-efficient-gan-training deep-learning generative-adversarial-network machine-learning pytorch stylegan2 stylegan2-ada stylegan3

Last synced: 06 Nov 2024

https://github.com/shaoanlu/faceswap-gan

A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.

face-swap gan gans generative-adversarial-network image-manipulation

Last synced: 24 Jan 2025

https://github.com/shaoanlu/faceswap-GAN

A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.

face-swap gan gans generative-adversarial-network image-manipulation

Last synced: 27 Oct 2024

https://github.com/jiahuiyu/generative_inpainting

DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral

attention-model deep-neural-networks deepfill generative-adversarial-network image-inpainting tensorflow

Last synced: 22 Jan 2025

https://github.com/JiahuiYu/generative_inpainting

DeepFill v1/v2 with Contextual Attention and Gated Convolution, CVPR 2018, and ICCV 2019 Oral

attention-model deep-neural-networks deepfill generative-adversarial-network image-inpainting tensorflow

Last synced: 26 Oct 2024

https://github.com/eladrich/pixel2style2pixel

Official Implementation for "Encoding in Style: a StyleGAN Encoder for Image-to-Image Translation" (CVPR 2021) presenting the pixel2style2pixel (pSp) framework

cvpr2021 generative-adversarial-network image-translation pixel2style2pixel psp-framework psp-model stylegan stylegan-encoder

Last synced: 24 Jan 2025

https://github.com/knazeri/edge-connect

EdgeConnect: Structure Guided Image Inpainting using Edge Prediction, ICCV 2019 https://arxiv.org/abs/1901.00212

canny-edge-detection deep-learning edgeconnect gans generative-adversarial-network image-inpainting pytorch

Last synced: 24 Jan 2025

https://github.com/taesungp/contrastive-unpaired-translation

Contrastive unpaired image-to-image translation, faster and lighter training than cyclegan (ECCV 2020, in PyTorch)

computer-graphics computer-vision computervision cyclegan deeplearning gans generative-adversarial-network image-generation image-manipulation pytorch

Last synced: 18 Jan 2025

https://github.com/switchablenorms/celebamask-hq

A large-scale face dataset for face parsing, recognition, generation and editing.

celeba face-generation face-recognition face-segmentation generative-adversarial-network

Last synced: 23 Jan 2025

https://github.com/switchablenorms/CelebAMask-HQ

A large-scale face dataset for face parsing, recognition, generation and editing.

celeba face-generation face-recognition face-segmentation generative-adversarial-network

Last synced: 14 Nov 2024

https://github.com/albertpumarola/GANimation

GANimation: Anatomically-aware Facial Animation from a Single Image (ECCV'18 Oral) [PyTorch]

deep-learning eccv-2018 face-manipulation facial-expressions gan ganimation generative-adversarial-network pytorch

Last synced: 15 Nov 2024

https://github.com/open-mmlab/mmgeneration

MMGeneration is a powerful toolkit for generative models, based on PyTorch and MMCV.

diffusion-models gan generative generative-adversarial-network mmcv openmmlab pytorch

Last synced: 18 Jan 2025

https://github.com/lucidrains/gigagan-pytorch

Implementation of GigaGAN, new SOTA GAN out of Adobe. Culmination of nearly a decade of research into GANs

artificial-intelligence deep-learning generative-adversarial-network

Last synced: 23 Jan 2025

https://github.com/CSAILVision/gandissect

Pytorch-based tools for visualizing and understanding the neurons of a GAN. https://gandissect.csail.mit.edu/

deep-learning gan generative-adversarial-network image-manipulation interactive-visualizations interpretable-ml pytorch

Last synced: 12 Nov 2024

https://github.com/csailvision/gandissect

Pytorch-based tools for visualizing and understanding the neurons of a GAN. https://gandissect.csail.mit.edu/

deep-learning gan generative-adversarial-network image-manipulation interactive-visualizations interpretable-ml pytorch

Last synced: 18 Jan 2025

https://github.com/lucidrains/lightweight-gan

Implementation of 'lightweight' GAN, proposed in ICLR 2021, in Pytorch. High resolution image generations that can be trained within a day or two

artificial-intelligence deep-learning generative-adversarial-network

Last synced: 24 Jan 2025

https://github.com/GaParmar/img2img-turbo

One-step image-to-image with Stable Diffusion turbo: sketch2image, day2night, and more

computer-vision deep-learning generative-adversarial-network generative-art stable-diffusion

Last synced: 31 Oct 2024

https://github.com/gaparmar/img2img-turbo

One-step image-to-image with Stable Diffusion turbo: sketch2image, day2night, and more

computer-vision deep-learning generative-adversarial-network generative-art stable-diffusion

Last synced: 23 Jan 2025

https://github.com/junyanz/bicyclegan

Toward Multimodal Image-to-Image Translation

deep-learning gans generative-adversarial-network pix2pix pytorch

Last synced: 19 Jan 2025

https://github.com/junyanz/BicycleGAN

Toward Multimodal Image-to-Image Translation

deep-learning gans generative-adversarial-network pix2pix pytorch

Last synced: 15 Nov 2024

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

Conditional GAN for generating synthetic tabular data.

data-generation generative-adversarial-network synthetic-data synthetic-data-generation tabular-data

Last synced: 21 Jan 2025

https://github.com/mit-han-lab/data-efficient-gans

[NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN Training

data-efficient gans generative-adversarial-network image-generation neurips-2020 pytorch tensorflow

Last synced: 24 Jan 2025

https://github.com/jayleicn/animegan

A simple PyTorch Implementation of Generative Adversarial Networks, focusing on anime face drawing.

dataset generative-adversarial-network pytorch

Last synced: 20 Jan 2025

https://github.com/jayleicn/animeGAN

A simple PyTorch Implementation of Generative Adversarial Networks, focusing on anime face drawing.

dataset generative-adversarial-network pytorch

Last synced: 12 Nov 2024

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

Conditional GAN for generating synthetic tabular data.

data-generation generative-adversarial-network synthetic-data synthetic-data-generation tabular-data

Last synced: 12 Nov 2024

https://github.com/autonomousvision/giraffe

This repository contains the code for the CVPR 2021 paper "GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields"

cvpr2021 generative-adversarial-network generative-model generative-modelling implicit-surfaces nerf neural-scene-representations

Last synced: 19 Jan 2025

https://github.com/descriptinc/descript-audio-codec

State-of-the-art audio codec with 90x compression factor. Supports 44.1kHz, 24kHz, and 16kHz mono/stereo audio.

audio audio-compression codec compression-algorithm deep-learning gans generative-adversarial-network pytorch residual-vector-quantization

Last synced: 22 Nov 2024

https://github.com/davidadsp/generative_deep_learning_2nd_edition

The official code repository for the second edition of the O'Reilly book Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play.

chatgpt dalle2 data-science deep-learning diffusion-models generative-adversarial-network gpt-3 machine-learning python stable-diffusion tensorflow

Last synced: 24 Jan 2025

https://github.com/khrylx/pytorch-rl

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

a2c deep-reinforcement-learning fisher-vectors generative-adversarial-network policy-gradient ppo proximal-policy-optimization pytorch pytorch-rl reinforcement-learning trpo

Last synced: 22 Jan 2025

https://github.com/lzhbrian/image-to-image-papers

🦓<->🦒 🌃<->🌆 A collection of image to image papers with code (constantly updating)

code computer-vision curated-list gan generative-adversarial-network image-manipulation image-to-image image-to-image-translation image-translation papers

Last synced: 04 Dec 2024

https://github.com/Khrylx/PyTorch-RL

PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO.

a2c deep-reinforcement-learning fisher-vectors generative-adversarial-network policy-gradient ppo proximal-policy-optimization pytorch pytorch-rl reinforcement-learning trpo

Last synced: 11 Nov 2024

https://github.com/youyuge34/anime-inpainting

An application tool of edge-connect, which can do anime inpainting and drawing. 动漫人物图片自动修复，去马赛克，填补，去瑕疵

anime computer-vision cv deep-learning gan generative-adversarial-network inpainting mosaic neural-network opencv python pytorch

Last synced: 22 Jan 2025

https://github.com/youyuge34/Anime-InPainting

An application tool of edge-connect, which can do anime inpainting and drawing. 动漫人物图片自动修复，去马赛克，填补，去瑕疵

anime computer-vision cv deep-learning gan generative-adversarial-network inpainting mosaic neural-network opencv python pytorch

Last synced: 29 Oct 2024

https://github.com/Puzer/stylegan-encoder

StyleGAN Encoder - converts real images to latent space

gan generative-adversarial-network perceptual-losses

Last synced: 27 Nov 2024

https://github.com/puzer/stylegan-encoder

StyleGAN Encoder - converts real images to latent space

gan generative-adversarial-network perceptual-losses

Last synced: 30 Sep 2024

https://github.com/vita-group/deblurganv2

[ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

deblurgan deep-learning generative-adversarial-network iccv iccv2019 low-level-vision pytorch ukraine

Last synced: 19 Jan 2025

https://github.com/VITA-Group/DeblurGANv2

[ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

deblurgan deep-learning generative-adversarial-network iccv iccv2019 low-level-vision pytorch ukraine

Last synced: 27 Nov 2024

https://github.com/huggingface/pytorch-pretrained-biggan

🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.

artificial-intelligence biggan computer-vision gan generative-adversarial-network neural-network pytorch

Last synced: 18 Jan 2025

https://github.com/huggingface/pytorch-pretrained-BigGAN

🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.

artificial-intelligence biggan computer-vision gan generative-adversarial-network neural-network pytorch

Last synced: 27 Nov 2024

https://github.com/yuval-alaluf/hyperstyle

Official Implementation for "HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing" (CVPR 2022) https://arxiv.org/abs/2111.15666

cvpr2022 generative-adversarial-network hypernetworks stylegan stylegan-encoder

Last synced: 22 Jan 2025

https://github.com/mnicnc404/CartoonGan-tensorflow

Generate your own cartoon-style images with CartoonGAN (CVPR 2018), powered by TensorFlow 2.0 Alpha.

deep-learning gan generative-adversarial-network generative-art keras tensorboard tensorflow tensorflow2 tf-keras

Last synced: 27 Oct 2024

https://github.com/danielroich/PTI

Official Implementation for "Pivotal Tuning for Latent-based editing of Real Images" (ACM TOG 2022) https://arxiv.org/abs/2106.05744

gan-inversion generative-adversarial-network image-editing stylegan stylegan2-ada-pytorch

Last synced: 04 Nov 2024

https://github.com/brade31919/srgan-tensorflow

Tensorflow implementation of the SRGAN algorithm for single image super-resolution

cnn deep-learning generative-adversarial-network pretrained-models srgan super-resolution tensorflow tf-slim vgg19

Last synced: 22 Jan 2025

https://github.com/wasidennis/AdaptSegNet

Learning to Adapt Structured Output Space for Semantic Segmentation, CVPR 2018 (spotlight)

adversarial-learning computer-vision deep-learning domain-adaptation generative-adversarial-network pytorch semantic-segmentation

Last synced: 22 Nov 2024

https://github.com/shubhomoydas/ad_examples

A collection of anomaly detection methods (iid/point-based, graph and time series) including active learning for anomaly detection/discovery, bayesian rule-mining, description for diversity/explanation/interpretability. Analysis of incorporating label feedback with ensemble and tree-based detectors. Includes adversarial attacks with Graph Convolutional Network.

active-learning adversarial-attacks anogan anomaly-detection autoencoder concept-drift ensemble-learning explaination gan generative-adversarial-network graph-convolutional-networks interpretability lstm nettack rnn streaming time-series timeseries trees unsuperivsed

Last synced: 27 Oct 2024

https://github.com/nashory/pggan-pytorch

:fire::fire: PyTorch implementation of "Progressive growing of GANs (PGGAN)" :fire::fire:

celeba-hq-dataset gan generative-adversarial-network progressive-gan progressively-growing-gan pytorch tensorboard

Last synced: 22 Jan 2025

Generative Adversarial Network Awesome Lists
gans-awesome-applications 78 awesome-gan-for-medical-imaging 180 Awesome-Text-to-Image 423 awesome-colab-notebooks 554 Awesome-GANs 94 Cool-Fashion-Papers 86 awesome-tensorlayer 51 awesome-artificial-intelligence-research 92 awesome-gan 36 awesome-data-synthesis 78 awesome-generative-models 81 awesome-ai 243 awesome-DGM-papers 249
Generative Adversarial Network Categories
<span id="head6"> *6. Other Related Works* </span> 446 <span id="head5"> *5. Paper With Code* </span> 325 Overview 287 Research 209 Tutorials 192 <span id="head5"> *Paper With Code* </span> 143 Papers & Codes 100 Applications using GANs 74 NeurIPS 2021 ([OpenReview](https://openreview.net/group?id=NeurIPS.cc/2021/Conference)) 65 Data-driven methods 53 Text 51 NeurIPS 2020 49 ICLR 2021 48 Audio and music generation/processing 47 Machine Learning (ML) and Data Mining (DM) 46 Applications 45 Papers 40 ICML 2020 34 ICML 2021 28 ICLR 2020 25