GAN Image Generation ML Frameworks

Implementations and applications of GANs specifically for generating, transforming, or enhancing images across domains (medical, game assets, faces, etc.). Does NOT include diffusion models, VAEs, or other generative architectures; focuses on GAN variants (DCGAN, CycleGAN, StyleGAN, conditional GANs) and their practical deployments.

There are 165 gan image generation frameworks tracked. 7 score above 50 (established tier). The highest-rated is huggingface/pytorch-pretrained-BigGAN at 59/100 with 1,045 stars and 1,096 monthly downloads.

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#	Framework	Score	Tier	Stars	Language
1	huggingface/pytorch-pretrained-BigGAN 🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.	59	Established	1,045	Python
2	torchgan/torchgan Research Framework for easy and efficient training of GANs based on Pytorch	54	Established	1,425	Python
3	junyanz/pytorch-CycleGAN-and-pix2pix Image-to-Image Translation in PyTorch	53	Established	25,013	Python
4	eriklindernoren/Keras-GAN Keras implementations of Generative Adversarial Networks.	51	Established	9,226	Python
5	metal3d/keras-video-generators Keras generators to generate sequences from videos as input	51	Established	100	Jupyter Notebook
6	NVlabs/MUNIT Multimodal Unsupervised Image-to-Image Translation	50	Established	2,703	Python
7	hindupuravinash/the-gan-zoo A list of all named GANs!	50	Established	14,698	Python
8	ajbrock/BigGAN-PyTorch The author's officially unofficial PyTorch BigGAN implementation.	49	Emerging	2,924	Python
9	tmabraham/UPIT A fastai/PyTorch package for unpaired image-to-image translation.	48	Emerging	137	Jupyter Notebook
10	GANs-in-Action/gans-in-action Companion repository to GANs in Action: Deep learning with Generative...	46	Emerging	1,035	Jupyter Notebook
11	vijishmadhavan/ArtLine A Deep Learning based project for creating line art portraits.	46	Emerging	3,641	Jupyter Notebook
12	hollobit/All-About-the-GAN All About the GANs(Generative Adversarial Networks) - Summarized lists for GAN	44	Emerging	657	Python
13	aitorzip/PyTorch-CycleGAN A clean and readable Pytorch implementation of CycleGAN	44	Emerging	1,323	Python
14	williamSYSU/TextGAN-PyTorch TextGAN is a PyTorch framework for Generative Adversarial Networks (GANs)...	44	Emerging	911	Python
15	carpedm20/simulated-unsupervised-tensorflow TensorFlow implementation of "Learning from Simulated and Unsupervised...	44	Emerging	577	Python
16	kozistr/Awesome-GANs Awesome Generative Adversarial Networks with tensorflow	44	Emerging	762	Python
17	devnag/pytorch-generative-adversarial-networks A very simple generative adversarial network (GAN) in PyTorch	44	Emerging	1,543	Python
18	akanimax/attn_gan_pytorch python package for self-attention gan implemented as extension of PyTorch...	43	Emerging	19	Python
19	zhangqianhui/AdversarialNetsPapers Awesome paper list with code about generative adversarial nets	43	Emerging	6,581	—
20	mjdietzx/SimGAN Implementation of Apple's Learning from Simulated and Unsupervised Images...	43	Emerging	417	Python
21	mingyuliutw/UNIT Unsupervised Image-to-Image Translation	43	Emerging	2,030	Python
22	gsurma/image_generator DCGAN image generator 🖼️.	42	Emerging	218	Jupyter Notebook
23	CSAILVision/gandissect Pytorch-based tools for visualizing and understanding the neurons of a GAN. ...	42	Emerging	1,766	Python
24	mjdietzx/GAN-Sandbox Vanilla GAN implemented on top of keras/tensorflow enabling rapid...	42	Emerging	219	Python
25	zcemycl/Matlab-GAN MATLAB implementations of Generative Adversarial Networks -- from GAN to...	42	Emerging	209	MATLAB
26	sheqi/GAN_Review A Survey and Taxonomy of the Recent GANs Development，computer vision & time series	41	Emerging	443	—
27	podgorskiy/ALAE [CVPR2020] Adversarial Latent Autoencoders	41	Emerging	3,526	Python
28	hep-lbdl/CaloGAN Generative Adversarial Networks for High Energy Physics extended to a...	41	Emerging	112	Jupyter Notebook
29	aleju/cat-generator Generate cat images with neural networks	41	Emerging	374	Lua
30	zurutech/gans-from-theory-to-production Material for the tutorial: "Deep Diving into GANs: from theory to production"	40	Emerging	210	Jupyter Notebook
31	giddyyupp/ganilla Official Pytorch implementation of GANILLA	40	Emerging	485	Python
32	PeterWang512/GANSketching Sketch Your Own GAN: Customizing a GAN model with hand-drawn sketches.	40	Emerging	709	Python
33	zalandoresearch/psgan Periodic Spatial Generative Adversarial Networks	40	Emerging	139	Jupyter Notebook
34	tokestermw/text-gan-tensorflow TensorFlow GAN implementation using Gumbel Softmax	39	Emerging	94	Python
35	birdx0810/timegan-pytorch This repository is a non-official implementation of TimeGAN (Yoon et al.,...	39	Emerging	84	Jupyter Notebook
36	instillai/Generative-Adversarial-Networks-Roadmap The Roadmap to Learn Generative Adversarial Networks (GANs)	38	Emerging	394	Python
37	gordicaleksa/pytorch-GANs My implementation of various GAN (generative adversarial networks)...	38	Emerging	388	Python
38	reiinakano/gan-playground GAN Playground - Experiment with Generative Adversarial Nets in your...	38	Emerging	349	TypeScript
39	xplip/pixel Research code for pixel-based encoders of language (PIXEL)	38	Emerging	346	Python
40	akanimax/fagan A variant of the Self Attention GAN named: FAGAN (Full Attention GAN)	38	Emerging	114	Python
41	ofnote/TryOnGAN TryOnGAN: Unofficial Implementation	37	Emerging	106	Python
42	IvanBongiorni/GAN-RNN_Timeseries-imputation Recurrent GAN for imputation of time series data. Implemented in TensorFlow...	37	Emerging	174	Jupyter Notebook
43	suragnair/seqGAN A simplified PyTorch implementation of "SeqGAN: Sequence Generative...	36	Emerging	648	Python
44	kodalinaveen3/DRAGAN A stable algorithm for GAN training	36	Emerging	239	Jupyter Notebook
45	adeshpande3/Generative-Adversarial-Networks Tutorial on GANs	36	Emerging	293	Jupyter Notebook
46	jacobgil/keras-dcgan Keras implementation of Deep Convolutional Generative Adversarial Networks	36	Emerging	981	Python
47	kwotsin/mimicry [CVPR 2020 Workshop] A PyTorch GAN library that reproduces research results...	36	Emerging	608	Python
48	megvii-research/IJCAI2023-CoNR IJCAI2023 - Collaborative Neural Rendering using Anime Character Sheets	36	Emerging	805	Jupyter Notebook
49	uclaacmai/Generative-Adversarial-Network-Tutorial Tutorial on creating your own GAN in Tensorflow	36	Emerging	472	Jupyter Notebook
50	DeepMIALab/AI-FFPE Deep Learning-based Frozen Section to FFPE Translation	35	Emerging	65	Python
51	adriaciurana/DragGAN Unofficial implementation of the DragGAN paper	35	Emerging	86	Python
52	simoninithomas/CatDCGAN A DCGAN that generate Cat pictures 🐱‍💻	34	Emerging	203	Jupyter Notebook
53	lukedeo/keras-acgan Auxiliary Classifier Generative Adversarial Networks in Keras	34	Emerging	214	Jupyter Notebook
54	kartikgill/TF2-Keras-GAN-Notebooks Generative Adversarial Networks with TensorFlow2, Keras and Python (Jupyter...	34	Emerging	37	Jupyter Notebook
55	lunarwhite/gen-anime-face Train GAN model ref NTU MLDS. 李宏毅老师的二次元人脸/头像数据集	34	Emerging	10	Python
56	flaviagiammarino/time-gan-tensorflow TensorFlow implementation of TimeGAN model for synthetic time series...	33	Emerging	33	Python
57	moein-shariatnia/Pix2Seq Simple Implementation of Pix2Seq model for object detection in PyTorch	33	Emerging	130	Python
58	qbxlvnf11/conditional-GAN Pytorch implementation of Conditional-GAN (CGAN)	33	Emerging	52	Jupyter Notebook
59	anantzoid/Conditional-PixelCNN-decoder Tensorflow implementation of Gated Conditional Pixel Convolutional Neural Network	33	Emerging	480	Python
60	dingsheng-ong/ipr-gan This is the code repo of our CVPR2021 on protecting the IPR of Generative...	33	Emerging	33	Python
61	dongb5/GAN-Timeline A timeline showing the development of Generative Adversarial Networks (GAN).	33	Emerging	387	—
62	YigitGunduc/tensor-to-image paper: https://arxiv.org/abs/2110.08037	32	Emerging	26	Jupyter Notebook
63	dmonn/dcgan-oreilly Notebook for O'Reilly's "Deep Convolutional Generative Adversarial Networks"	32	Emerging	93	Jupyter Notebook
64	Dalageo/gan-landscape-generator Generating Landscapes Using DCGAN and StyleGAN3 🏞️	31	Emerging	12	Jupyter Notebook
65	DeewakarChakraborty/GANArt-Using-AI-to-create-Portraits This project aims to mimic the artist's painting style and make a portrait...	30	Emerging	13	Jupyter Notebook
66	shashi7679/pix2pix-GANs Generate Map using Satellite Image.	29	Experimental	12	Jupyter Notebook
67	ali-design/gan_steerability On the "steerability" of generative adversarial networks	29	Experimental	268	Jupyter Notebook
68	gunahn/StyleGAN2-ADA-pytorch-for-gray-images This is my code for StlyeGAN2-ADA-PyTorch for gray images.	28	Experimental	11	Jupyter Notebook
69	sudo-rushil/dga-intel-web This deep learning model uses a CNN-LSTM architecture to predict whether a...	28	Experimental	5	JavaScript
70	genforce/trgan Unsupervised Image Transformation Learning via Generative Adversarial Networks	28	Experimental	30	—
71	Abhradipta/Generation-Of-Synthetic-Images-With-DCGANs-In-Keras-From-Fashion-MNIST-Dataset Generation Of Synthetic Images From Fashion MNIST Dataset With DCGANs In Keras.	28	Experimental	9	Jupyter Notebook
72	valentingol/gan-face-editing Face attribute manipulation with GAN for automatic data augmentation or...	27	Experimental	32	Jupyter Notebook
73	margaretmz/GANs-in-Art-and-Design Colab notebooks for GAN tutorials.	27	Experimental	18	Jupyter Notebook
74	denkovarik/Fingerprint Uses a GAN to enhance images of Fingerprints	27	Experimental	12	Jupyter Notebook
75	yingzwang/pix2pix-watercolor Train neural networks to generate watercolour paintings from pencil sketches.	27	Experimental	20	JavaScript
76	Plarturer/generative-adversarial-nets-pro A production-ready implementation of Generative Adversarial Networks (GANs)...	27	Experimental	1	Python
77	bchao1/Anime-Face-Dataset 🖼 A collection of high-quality anime faces.	26	Experimental	430	Python
78	ML-Society/Easter-Bootcamp-2018 Designed to take you from zero experience to GANs within a week.	26	Experimental	25	Jupyter Notebook
79	disanda/Deep-GAN-Encoders GAN encoders in PyTorch that could match PGGAN, StyleGAN v1/v2, and BigGAN....	26	Experimental	49	Python
80	ForeverPs/OPPO_6G_Data_Generation Rank 3 : Source code for OPPO 6G Data Generation Challenge	26	Experimental	93	Python
81	aristotelisballas/cyclemix This is the official code repository for CycleMix. CycleMix uses pretrained...	26	Experimental	7	Python
82	sony/san PyTorch implementation of slicing adversarial network (SAN)	26	Experimental	98	Python
83	jianzhnie/GigaGAN Implementation of GigaGAN in pytorch	25	Experimental	58	Python
84	ashtanmistal/minecraftUBC A proof-of-concept for transforming UBC's Vancouver Campus into a Minecraft...	24	Experimental	43	Python
85	nyx-ai/stylegan2-flax-tpu 🖼 Training StyleGAN2 at scale on TPUs	24	Experimental	131	Python
86	generic-github-user/xkcd-Generator TensorFlow.js GAN for generating new xkcd comics	24	Experimental	4	JavaScript
87	tahim0/Wasserstein-GANs-Research-Analysis-and-Novel-Insights 🌊 Explore Wasserstein GANs through in-depth research and practical insights...	24	Experimental	—	—
88	shub-garg/FashionMNIST-DCGAN-Generative-Adversarial-Networks-for-Fashion-Image-Generation This repository contains an implementation of a Deep Convolutional...	24	Experimental	4	Jupyter Notebook
89	yegmor/Adv-GAN_Project B.Sc. Final Project: Generating adversarial examples using GAN (Generative...	24	Experimental	3	TeX
90	ZamDimon/distortion-generator Neural network for creating distortion while keeping embeddings as close as possible	23	Experimental	20	Python
91	Psychofun/Generative-Adversarial-Networks-en-Espanol Gans para generar imágenes de comida.	23	Experimental	2	Jupyter Notebook
92	janaSunrise/Anime-face-generation-DCGAN An interesting and special GAN method consisting of convolutional layers to...	23	Experimental	10	Jupyter Notebook
93	dyneth02/Wasserstein-GANs-Research-Analysis-and-Novel-Insights A collaborative mini-research project analyzing Wasserstein GANs (WGANs)...	23	Experimental	8	—
94	SahajIVVIX-1/Modern-DCGAN-Reproducibility A modernized DCGAN reproducibility study featuring LSGAN stability and...	22	Experimental	—	Jupyter Notebook
95	RpM-999/LN-IMAGE_2_IMAGE_TRANSLATION pix_2_pix GAN implementation for paired image-to-image translation,...	22	Experimental	3	Jupyter Notebook
96	ZacharyBork/NectarGAN A PyTorch-based image synthesis and computer vision framework.	22	Experimental	3	Python
97	Viibrant/MineGen 🏛️ Generating Minecraft Schematics	22	Experimental	17	Jupyter Notebook
98	yasho191/GANs Repository for Implementations of different GANs using PyTorch from Scratch.	22	Experimental	7	Jupyter Notebook
99	vpuzyrev/geolgan Geophysical model generation with generative adversarial networks GANs	22	Experimental	18	Python
100	sian-chen/PyTorch-ECGAN The code for the NeurIPS 2021 paper "A Unified View of cGANs with and...	22	Experimental	23	Python
101	lvyufeng/MindSpore-GAN MindSpore implementations of Generative Adversarial Networks.	22	Experimental	23	Python
102	vinaykumaru2k3/FaceAgingGAN Age Progression and Facial Alteration System for Forensic Investigations using GANs	21	Experimental	12	Jupyter Notebook
103	steq28/e2gan E2GAN: Efficient Training of Efficient GANs for Image-to-Image Translation	20	Experimental	17	Python
104	KKhyeok/SuperstarGAN "SuperstarGAN: Generative adversarial networks for image-to-image...	20	Experimental	13	Python
105	haryoa/DCGAN-Anime Self Project on making Anime Face using DCGAN	20	Experimental	15	Jupyter Notebook
106	azadlab/FExGAN-Meta Demo of the research work.	19	Experimental	7	Jupyter Notebook
107	hrithickcodes/Face_generation_using_DCGAN Tensorflow 1.x was used to build a DCGAN that is capable of generating fake...	19	Experimental	10	Jupyter Notebook
108	AmirhosseinHonardoust/Handwritten-Digit-GAN A PyTorch implementation of a Deep Convolutional GAN (DCGAN) trained on...	18	Experimental	30	Python
109	TheHarshal30/Clever-Chimps Deep learning implementations for generating Bored Ape NFT art using GANs	18	Experimental	11	Jupyter Notebook
110	Vidhi1290/CycleGAN-Implementation-for-Image-To-Image-Translation 🖼️ Our CycleGAN Implementation for Image-to-Image Translation project...	17	Experimental	5	Python
111	0ameyasr/DGvGAN Implementation of graph-based and generative model architectures for dynamic...	17	Experimental	3	Jupyter Notebook
112	aneesh-aparajit/RAGAN Implementing Age Transformation using Generative Models.	17	Experimental	13	Jupyter Notebook
113	barzansaeedpour/GANs-Fake-Image-Generation This repository shows how to build a Generative Adversarial Network (GAN) in...	17	Experimental	5	Jupyter Notebook
114	sssingh/mnist-digit-generation-gan A Generative Adversarial Network (GAN) trained on the MNIST dataset, ...	17	Experimental	13	Jupyter Notebook
115	falselunatic/ArtiGAN Our Project generates Monet-style images using a Generative Adversarial...	16	Experimental	2	Jupyter Notebook
116	mehulsingh10/Age-Transformation-Synthesis Age Transformation Synthesis is a GAN based method designed to simulate the...	16	Experimental	2	Python
117	stante/gans-in-action-pytorch Examples from the book GANs in Action written in PyTorch	16	Experimental	3	Jupyter Notebook
118	shaonianruntu/Co-GAN Learning Discriminative Style Representations For Unsupervised And Few-Shot...	16	Experimental	1	—
119	evanhu1/pytorch-CelebA-faCeGAN Deep convolutional conditional GAN implementation with CelebA dataset that...	16	Experimental	18	Python
120	jamesdolezal/synthetic-histology Synthetic histology using GANs, for deep learning model explainability and...	15	Experimental	16	Python
121	victor369basu/CycleGAN-with-Self-Attention In this repository, I have developed a CycleGAN architecture with embedded...	15	Experimental	25	Python
122	AliHamzaAzam/autoregressive-image-generation PixelCNN implementation for autoregressive image generation on CIFAR-10....	15	Experimental	—	Jupyter Notebook
123	KonNik88/hero-portrait-generator Hero Portrait Generator — GAN/VAE/DDPM project A creative deep learning...	15	Experimental	—	Jupyter Notebook
124	MetaPeak/DCGAN-keras Keras implementation of Deep Convolutional Generative Adversarial Networks,...	15	Experimental	6	Python
125	azadlab/FExGAN Implementation and demo of research work.	15	Experimental	6	Jupyter Notebook
126	yudhisteer/Generating-Design-Ideas-from-Keywords The purpose of the project is to understand a basic GAN from scratch. A WGAN...	15	Experimental	6	Jupyter Notebook
127	matin-ghorbani/Celeb-a-GAN-PyTorch Implement a GAN for Celeb_a dataset to generate celebrities faces with PyTorch	15	Experimental	16	Jupyter Notebook
128	Shahdsaf/WeirdGAN Artistic Generative Neural Network (GAN), so-called WeirdGAN, generating...	14	Experimental	1	Jupyter Notebook
129	Amirhossein-Rajabpour/Face-Aging-Platform-with-Generative-Models BSc Project - Amirkabir University of Technology - Winter 2023	14	Experimental	11	Jupyter Notebook
130	mujafferakeel/translation 🌍 Benchmark translation models by assessing their ability to maintain...	14	Experimental	—	—
131	Gerneve5/generative-adversarial-lab A laboratory for experimenting with various GAN architectures (DCGAN, WGAN,...	14	Experimental	—	Python
132	Hameon4/Vanilla-GAN-Based-Training-for-Binary-Classifier A custom GAN-model to generate synthetic data for binary classification	14	Experimental	1	Jupyter Notebook
133	imprasukjain/PROGAN Progressive Generative Adversial Network used to generate high quality images	13	Experimental	6	Jupyter Notebook
134	theopfr/cycle-gan-pytorch This repository contains an implementation of the Cylce-GAN architecture for...	13	Experimental	11	Python
135	valentingol/gan-facies-modeling Facies modeling using GANs	13	Experimental	8	Jupyter Notebook
136	Harly-1506/Keras-Custom-DataGenerator How to Keras custom dataGenerator !!!	13	Experimental	7	Jupyter Notebook
137	matin-ghorbani/Cycle-GAN-PyTorch Implement Cycle GAN using PyTorch from scratch	13	Experimental	6	Python
138	sklinder/microDCGAN Accompanying GitHub repository for the paper "Deep convolutional generative...	13	Experimental	—	Jupyter Notebook
139	gagan3012/DomainGAN Paper Implementation of DomainGAN: Generating Adversarial Examples to...	13	Experimental	7	Jupyter Notebook
140	HenryNdubuaku/closegan Conditional Latent-Optimised Sequence Generative Adversarial Network For...	13	Experimental	5	Jupyter Notebook
141	rithikafjohnson/AI-art-generator Python code to convert hand drawn sketches into abstract art using GANs	13	Experimental	5	Jupyter Notebook
142	fatimaazfar/Text-to-Image-Generator-CGAN This project implements a Text to Image Generator using a Conditional...	13	Experimental	7	Jupyter Notebook
143	PrudhvirajuChekuri/DataGen This is a web application which can be used for data annotation for tasks...	13	Experimental	5	PureBasic
144	iankonradjohnson/RecipeGAN Large data science project to calculate recipe nutrition data and create new...	13	Experimental	10	Jupyter Notebook
145	DashankaNadeeshanDeSilva/Surface_defect_image_generation_with_DCGAN DCGAN model to generate metal surface defect images	12	Experimental	14	Jupyter Notebook
146	liu-yucheng/AIDesign-GAN AIDesign GAN Modeling Application	12	Experimental	3	Python
147	Sanaxen/stylegan_app This is a styleGAN that can be run independently without the need for python...	12	Experimental	3	C
148	danilolc/texture-synthesis FGV EMAp undergraduate project.	12	Experimental	3	TeX
149	F-Matteis/Generate-meshes-and-textures-from-a-single-image Generate meshes and textures from a single image.	12	Experimental	3	Jupyter Notebook
150	ceenaa/GAN GAN implementation using pytorch for generating handwritten digits	12	Experimental	3	Jupyter Notebook
151	imprasukjain/DCGAN Fake Face Generation using DCGAN	12	Experimental	3	—
152	Null-byte-00/Catfusion Diffusion model for generating cat images	12	Experimental	3	Jupyter Notebook
153	CycleGANS/CycleGANS.github.io The website for Cycle GANs project @ UIUC	12	Experimental	3	JavaScript
154	vignesh-r24/gan-cifar10 An implementation of DCGAN to generate images similar to those in CIFAR10 dataset.	11	Experimental	—	Jupyter Notebook
155	kbdharun/mini-project This repository contains the GAN programs that we implemented for the TCIRRP...	11	Experimental	2	Jupyter Notebook
156	PradumnS-001/GAN-Project Implementation of a Wasserstein Generative Adversarial Neural Network with PyTorch	11	Experimental	—	Jupyter Notebook
157	ourahma/NebulAI NebulAI is a web app that generates realistic galaxy images using a...	11	Experimental	—	JavaScript
158	T3lm0/ProGan Progressive generation of mammography images using Generative Adversarial...	11	Experimental	—	Python
159	siby369/Text-to-Image-using-GANS Generate realistic human faces using Deep Convolutional GAN (DCGAN) in...	11	Experimental	5	Python
160	Umer-Farooq-CS/PixelRNN-Implementation-CIFAR10 Complete implementation of PixelRNN paper with PixelCNN, Row LSTM, and...	11	Experimental	—	Python
161	vamsi-karnam/GAN-Cross-Modal-Mapping A Generative Adversarial Network built to study pixel to pixel mapping by...	10	Experimental	1	—
162	evan-sctg/Guided-Convergence-Adversarial-Neural-Networks ( GCANN ) Guided Convergence Adversarial Neural Network	10	Experimental	1	—
163	jrleonett/Mejora_con_GFPGAN Este proyecto utiliza el modelo GFPGAN (Generative Facial Prior Generative...	10	Experimental	1	Jupyter Notebook
164	szczekulskij/monet-me-this website-game based on monet paiting comparison(og vs artificial) based on...	10	Experimental	1	Jupyter Notebook
165	oooo26/DSA5204_project Project for DSA5204: Image to Image Translation Study	10	Experimental	1	TeX

Comparisons in this category

pytorch-CycleGAN-and-pix2pix and PyTorch-CycleGAN (53 vs 44) the-gan-zoo and All-About-the-GAN (50 vs 44) pytorch-pretrained-BigGAN and BigGAN-PyTorch (59 vs 49) simulated-unsupervised-tensorflow and SimGAN (44 vs 43)