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 163 gan image generation frameworks tracked. 17 score above 50 (established tier). The highest-rated is huggingface/pytorch-pretrained-BigGAN at 59/100 with 1,045 stars.

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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	56	Established	1,425	Python
3	metal3d/keras-video-generators Keras generators to generate sequences from videos as input	54	Established	100	Jupyter Notebook
4	GANs-in-Action/gans-in-action Companion repository to GANs in Action: Deep learning with Generative...	53	Established	1,035	Jupyter Notebook
5	junyanz/pytorch-CycleGAN-and-pix2pix Image-to-Image Translation in PyTorch	53	Established	25,013	Python
6	tmabraham/UPIT A fastai/PyTorch package for unpaired image-to-image translation.	52	Established	137	Jupyter Notebook
7	kozistr/Awesome-GANs Awesome Generative Adversarial Networks with tensorflow	51	Established	762	Python
8	hollobit/All-About-the-GAN All About the GANs(Generative Adversarial Networks) - Summarized lists for GAN	51	Established	657	Python
9	williamSYSU/TextGAN-PyTorch TextGAN is a PyTorch framework for Generative Adversarial Networks (GANs)...	51	Established	911	Python
10	aitorzip/PyTorch-CycleGAN A clean and readable Pytorch implementation of CycleGAN	51	Established	1,323	Python
11	devnag/pytorch-generative-adversarial-networks A very simple generative adversarial network (GAN) in PyTorch	51	Established	1,543	Python
12	carpedm20/simulated-unsupervised-tensorflow TensorFlow implementation of "Learning from Simulated and Unsupervised...	51	Established	577	Python
13	eriklindernoren/Keras-GAN Keras implementations of Generative Adversarial Networks.	51	Established	9,226	Python
14	mingyuliutw/UNIT Unsupervised Image-to-Image Translation	50	Established	2,030	Python
15	mjdietzx/SimGAN Implementation of Apple's Learning from Simulated and Unsupervised Images...	50	Established	417	Python
16	NVlabs/MUNIT Multimodal Unsupervised Image-to-Image Translation	50	Established	2,703	Python
17	hindupuravinash/the-gan-zoo A list of all named GANs!	50	Established	14,698	Python
18	mjdietzx/GAN-Sandbox Vanilla GAN implemented on top of keras/tensorflow enabling rapid...	49	Emerging	219	Python
19	gsurma/image_generator DCGAN image generator 🖼️.	49	Emerging	218	Jupyter Notebook
20	ajbrock/BigGAN-PyTorch The author's officially unofficial PyTorch BigGAN implementation.	49	Emerging	2,924	Python
21	CSAILVision/gandissect Pytorch-based tools for visualizing and understanding the neurons of a GAN. ...	49	Emerging	1,766	Python
22	zcemycl/Matlab-GAN MATLAB implementations of Generative Adversarial Networks -- from GAN to...	49	Emerging	209	MATLAB
23	hep-lbdl/CaloGAN Generative Adversarial Networks for High Energy Physics extended to a...	48	Emerging	112	Jupyter Notebook
24	sheqi/GAN_Review A Survey and Taxonomy of the Recent GANs Development，computer vision & time series	48	Emerging	443	—
25	aleju/cat-generator Generate cat images with neural networks	48	Emerging	374	Lua
26	zurutech/gans-from-theory-to-production Material for the tutorial: "Deep Diving into GANs: from theory to production"	47	Emerging	210	Jupyter Notebook
27	giddyyupp/ganilla Official Pytorch implementation of GANILLA	47	Emerging	485	Python
28	zalandoresearch/psgan Periodic Spatial Generative Adversarial Networks	47	Emerging	139	Jupyter Notebook
29	PeterWang512/GANSketching Sketch Your Own GAN: Customizing a GAN model with hand-drawn sketches.	47	Emerging	709	Python
30	vijishmadhavan/ArtLine A Deep Learning based project for creating line art portraits.	46	Emerging	3,641	Jupyter Notebook
31	tokestermw/text-gan-tensorflow TensorFlow GAN implementation using Gumbel Softmax	46	Emerging	94	Python
32	birdx0810/timegan-pytorch This repository is a non-official implementation of TimeGAN (Yoon et al.,...	46	Emerging	84	Jupyter Notebook
33	akanimax/attn_gan_pytorch python package for self-attention gan implemented as extension of PyTorch...	46	Emerging	19	Python
34	gordicaleksa/pytorch-GANs My implementation of various GAN (generative adversarial networks)...	45	Emerging	388	Python
35	xplip/pixel Research code for pixel-based encoders of language (PIXEL)	45	Emerging	346	Python
36	akanimax/fagan A variant of the Self Attention GAN named: FAGAN (Full Attention GAN)	45	Emerging	114	Python
37	reiinakano/gan-playground GAN Playground - Experiment with Generative Adversarial Nets in your...	45	Emerging	349	TypeScript
38	instillai/Generative-Adversarial-Networks-Roadmap The Roadmap to Learn Generative Adversarial Networks (GANs)	45	Emerging	394	Python
39	IvanBongiorni/GAN-RNN_Timeseries-imputation Recurrent GAN for imputation of time series data. Implemented in TensorFlow...	44	Emerging	174	Jupyter Notebook
40	ofnote/TryOnGAN TryOnGAN: Unofficial Implementation	44	Emerging	106	Python
41	jacobgil/keras-dcgan Keras implementation of Deep Convolutional Generative Adversarial Networks	43	Emerging	981	Python
42	adeshpande3/Generative-Adversarial-Networks Tutorial on GANs	43	Emerging	293	Jupyter Notebook
43	suragnair/seqGAN A simplified PyTorch implementation of "SeqGAN: Sequence Generative...	43	Emerging	648	Python
44	zhangqianhui/AdversarialNetsPapers Awesome paper list with code about generative adversarial nets	43	Emerging	6,581	—
45	kodalinaveen3/DRAGAN A stable algorithm for GAN training	43	Emerging	239	Jupyter Notebook
46	kwotsin/mimicry [CVPR 2020 Workshop] A PyTorch GAN library that reproduces research results...	43	Emerging	608	Python
47	megvii-research/IJCAI2023-CoNR IJCAI2023 - Collaborative Neural Rendering using Anime Character Sheets	43	Emerging	805	Jupyter Notebook
48	uclaacmai/Generative-Adversarial-Network-Tutorial Tutorial on creating your own GAN in Tensorflow	43	Emerging	472	Jupyter Notebook
49	DeepMIALab/AI-FFPE Deep Learning-based Frozen Section to FFPE Translation	42	Emerging	65	Python
50	adriaciurana/DragGAN Unofficial implementation of the DragGAN paper	42	Emerging	86	Python
51	podgorskiy/ALAE [CVPR2020] Adversarial Latent Autoencoders	41	Emerging	3,526	Python
52	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	41	Emerging	10	Python
53	simoninithomas/CatDCGAN A DCGAN that generate Cat pictures 🐱‍💻	41	Emerging	203	Jupyter Notebook
54	lukedeo/keras-acgan Auxiliary Classifier Generative Adversarial Networks in Keras	41	Emerging	214	Jupyter Notebook
55	kartikgill/TF2-Keras-GAN-Notebooks Generative Adversarial Networks with TensorFlow2, Keras and Python (Jupyter...	41	Emerging	37	Jupyter Notebook
56	flaviagiammarino/time-gan-tensorflow TensorFlow implementation of TimeGAN model for synthetic time series...	40	Emerging	33	Python
57	dingsheng-ong/ipr-gan This is the code repo of our CVPR2021 on protecting the IPR of Generative...	40	Emerging	33	Python
58	dongb5/GAN-Timeline A timeline showing the development of Generative Adversarial Networks (GAN).	40	Emerging	387	—
59	qbxlvnf11/conditional-GAN Pytorch implementation of Conditional-GAN (CGAN)	40	Emerging	52	Jupyter Notebook
60	moein-shariatnia/Pix2Seq Simple Implementation of Pix2Seq model for object detection in PyTorch	40	Emerging	130	Python
61	anantzoid/Conditional-PixelCNN-decoder Tensorflow implementation of Gated Conditional Pixel Convolutional Neural Network	40	Emerging	480	Python
62	YigitGunduc/tensor-to-image paper: https://arxiv.org/abs/2110.08037	39	Emerging	26	Jupyter Notebook
63	dmonn/dcgan-oreilly Notebook for O'Reilly's "Deep Convolutional Generative Adversarial Networks"	39	Emerging	93	Jupyter Notebook
64	Dalageo/gan-landscape-generator Generating Landscapes Using DCGAN and StyleGAN3 🏞️	38	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...	37	Emerging	13	Jupyter Notebook
66	ali-design/gan_steerability On the "steerability" of generative adversarial networks	36	Emerging	268	Jupyter Notebook
67	shashi7679/pix2pix-GANs Generate Map using Satellite Image.	36	Emerging	12	Jupyter Notebook
68	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.	35	Emerging	9	Jupyter Notebook
69	gunahn/StyleGAN2-ADA-pytorch-for-gray-images This is my code for StlyeGAN2-ADA-PyTorch for gray images.	35	Emerging	11	Jupyter Notebook
70	genforce/trgan Unsupervised Image Transformation Learning via Generative Adversarial Networks	35	Emerging	30	—
71	valentingol/gan-face-editing Face attribute manipulation with GAN for automatic data augmentation or...	34	Emerging	32	Jupyter Notebook
72	margaretmz/GANs-in-Art-and-Design Colab notebooks for GAN tutorials.	34	Emerging	18	Jupyter Notebook
73	denkovarik/Fingerprint Uses a GAN to enhance images of Fingerprints	34	Emerging	12	Jupyter Notebook
74	yingzwang/pix2pix-watercolor Train neural networks to generate watercolour paintings from pencil sketches.	34	Emerging	20	JavaScript
75	bchao1/Anime-Face-Dataset 🖼 A collection of high-quality anime faces.	33	Emerging	430	Python
76	ForeverPs/OPPO_6G_Data_Generation Rank 3 : Source code for OPPO 6G Data Generation Challenge	33	Emerging	93	Python
77	sony/san PyTorch implementation of slicing adversarial network (SAN)	33	Emerging	98	Python
78	ML-Society/Easter-Bootcamp-2018 Designed to take you from zero experience to GANs within a week.	33	Emerging	25	Jupyter Notebook
79	disanda/Deep-GAN-Encoders GAN encoders in PyTorch that could match PGGAN, StyleGAN v1/v2, and BigGAN....	33	Emerging	49	Python
80	jianzhnie/GigaGAN Implementation of GigaGAN in pytorch	32	Emerging	58	Python
81	shub-garg/FashionMNIST-DCGAN-Generative-Adversarial-Networks-for-Fashion-Image-Generation This repository contains an implementation of a Deep Convolutional...	31	Emerging	4	Jupyter Notebook
82	ashtanmistal/minecraftUBC A proof-of-concept for transforming UBC's Vancouver Campus into a Minecraft...	31	Emerging	43	Python
83	nyx-ai/stylegan2-flax-tpu 🖼 Training StyleGAN2 at scale on TPUs	31	Emerging	131	Python
84	janaSunrise/Anime-face-generation-DCGAN An interesting and special GAN method consisting of convolutional layers to...	30	Emerging	10	Jupyter Notebook
85	Psychofun/Generative-Adversarial-Networks-en-Espanol Gans para generar imágenes de comida.	30	Emerging	2	Jupyter Notebook
86	ZamDimon/distortion-generator Neural network for creating distortion while keeping embeddings as close as possible	30	Emerging	20	Python
87	lvyufeng/MindSpore-GAN MindSpore implementations of Generative Adversarial Networks.	29	Experimental	23	Python
88	sian-chen/PyTorch-ECGAN The code for the NeurIPS 2021 paper "A Unified View of cGANs with and...	29	Experimental	23	Python
89	Viibrant/MineGen 🏛️ Generating Minecraft Schematics	29	Experimental	17	Jupyter Notebook
90	yasho191/GANs Repository for Implementations of different GANs using PyTorch from Scratch.	29	Experimental	7	Jupyter Notebook
91	vpuzyrev/geolgan Geophysical model generation with generative adversarial networks GANs	29	Experimental	18	Python
92	ZacharyBork/NectarGAN A PyTorch-based image synthesis and computer vision framework.	28	Experimental	3	Python
93	vinaykumaru2k3/FaceAgingGAN Age Progression and Facial Alteration System for Forensic Investigations using GANs	28	Experimental	12	Jupyter Notebook
94	dyneth02/Wasserstein-GANs-Research-Analysis-and-Novel-Insights A collaborative mini-research project analyzing Wasserstein GANs (WGANs)...	27	Experimental	8	—
95	KKhyeok/SuperstarGAN "SuperstarGAN: Generative adversarial networks for image-to-image...	27	Experimental	13	Python
96	steq28/e2gan E2GAN: Efficient Training of Efficient GANs for Image-to-Image Translation	27	Experimental	17	Python
97	Plarturer/generative-adversarial-nets-pro A production-ready implementation of Generative Adversarial Networks (GANs)...	27	Experimental	1	Python
98	haryoa/DCGAN-Anime Self Project on making Anime Face using DCGAN	27	Experimental	15	Jupyter Notebook
99	azadlab/FExGAN-Meta Demo of the research work.	26	Experimental	7	Jupyter Notebook
100	yegmor/Adv-GAN_Project B.Sc. Final Project: Generating adversarial examples using GAN (Generative...	26	Experimental	3	TeX
101	hrithickcodes/Face_generation_using_DCGAN Tensorflow 1.x was used to build a DCGAN that is capable of generating fake...	26	Experimental	10	Jupyter Notebook
102	TheHarshal30/Clever-Chimps Deep learning implementations for generating Bored Ape NFT art using GANs	25	Experimental	11	Jupyter Notebook
103	sssingh/mnist-digit-generation-gan A Generative Adversarial Network (GAN) trained on the MNIST dataset, ...	24	Experimental	13	Jupyter Notebook
104	tahim0/Wasserstein-GANs-Research-Analysis-and-Novel-Insights 🌊 Explore Wasserstein GANs through in-depth research and practical insights...	24	Experimental	—	—
105	AmirhosseinHonardoust/Handwritten-Digit-GAN A PyTorch implementation of a Deep Convolutional GAN (DCGAN) trained on...	24	Experimental	30	Python
106	barzansaeedpour/GANs-Fake-Image-Generation This repository shows how to build a Generative Adversarial Network (GAN) in...	24	Experimental	5	Jupyter Notebook
107	aneesh-aparajit/RAGAN Implementing Age Transformation using Generative Models.	24	Experimental	13	Jupyter Notebook
108	falselunatic/ArtiGAN Our Project generates Monet-style images using a Generative Adversarial...	23	Experimental	2	Jupyter Notebook
109	evanhu1/pytorch-CelebA-faCeGAN Deep convolutional conditional GAN implementation with CelebA dataset that...	23	Experimental	18	Python
110	stante/gans-in-action-pytorch Examples from the book GANs in Action written in PyTorch	23	Experimental	3	Jupyter Notebook
111	mehulsingh10/Age-Transformation-Synthesis Age Transformation Synthesis is a GAN based method designed to simulate the...	23	Experimental	2	Python
112	SahajIVVIX-1/Modern-DCGAN-Reproducibility A modernized DCGAN reproducibility study featuring LSGAN stability and...	22	Experimental	—	Jupyter Notebook
113	jamesdolezal/synthetic-histology Synthetic histology using GANs, for deep learning model explainability and...	22	Experimental	16	Python
114	azadlab/FExGAN Implementation and demo of research work.	22	Experimental	6	Jupyter Notebook
115	victor369basu/CycleGAN-with-Self-Attention In this repository, I have developed a CycleGAN architecture with embedded...	22	Experimental	25	Python
116	matin-ghorbani/Celeb-a-GAN-PyTorch Implement a GAN for Celeb_a dataset to generate celebrities faces with PyTorch	22	Experimental	16	Jupyter Notebook
117	MetaPeak/DCGAN-keras Keras implementation of Deep Convolutional Generative Adversarial Networks,...	22	Experimental	6	Python
118	Amirhossein-Rajabpour/Face-Aging-Platform-with-Generative-Models BSc Project - Amirkabir University of Technology - Winter 2023	21	Experimental	11	Jupyter Notebook
119	Hameon4/Vanilla-GAN-Based-Training-for-Binary-Classifier A custom GAN-model to generate synthetic data for binary classification	21	Experimental	1	Jupyter Notebook
120	valentingol/gan-facies-modeling Facies modeling using GANs	20	Experimental	8	Jupyter Notebook
121	theopfr/cycle-gan-pytorch This repository contains an implementation of the Cylce-GAN architecture for...	20	Experimental	11	Python
122	gagan3012/DomainGAN Paper Implementation of DomainGAN: Generating Adversarial Examples to...	20	Experimental	7	Jupyter Notebook
123	matin-ghorbani/Cycle-GAN-PyTorch Implement Cycle GAN using PyTorch from scratch	20	Experimental	6	Python
124	iankonradjohnson/RecipeGAN Large data science project to calculate recipe nutrition data and create new...	20	Experimental	10	Jupyter Notebook
125	Harly-1506/Keras-Custom-DataGenerator How to Keras custom dataGenerator !!!	20	Experimental	7	Jupyter Notebook
126	0ameyasr/DGvGAN Implementation of graph-based and generative model architectures for dynamic...	20	Experimental	3	Jupyter Notebook
127	DashankaNadeeshanDeSilva/Surface_defect_image_generation_with_DCGAN DCGAN model to generate metal surface defect images	19	Experimental	14	Jupyter Notebook
128	imprasukjain/DCGAN Fake Face Generation using DCGAN	19	Experimental	3	—
129	Null-byte-00/Catfusion Diffusion model for generating cat images	19	Experimental	3	Jupyter Notebook
130	CycleGANS/CycleGANS.github.io The website for Cycle GANs project @ UIUC	19	Experimental	3	JavaScript
131	ceenaa/GAN GAN implementation using pytorch for generating handwritten digits	19	Experimental	3	Jupyter Notebook
132	F-Matteis/Generate-meshes-and-textures-from-a-single-image Generate meshes and textures from a single image.	19	Experimental	3	Jupyter Notebook
133	Sanaxen/stylegan_app This is a styleGAN that can be run independently without the need for python...	19	Experimental	3	C
134	evan-sctg/Guided-Convergence-Adversarial-Neural-Networks ( GCANN ) Guided Convergence Adversarial Neural Network	17	Experimental	1	—
135	AliHamzaAzam/autoregressive-image-generation PixelCNN implementation for autoregressive image generation on CIFAR-10....	17	Experimental	—	Jupyter Notebook
136	KonNik88/hero-portrait-generator Hero Portrait Generator — GAN/VAE/DDPM project A creative deep learning...	17	Experimental	—	Jupyter Notebook
137	Victarry/awesome-image-synthesis Collection of papers in image synthesis with paper graph.	15	Experimental	28	—
138	NicelyCla/cWGAN-gp My version of cWGAN-gp. Simply my cDCGAN-based but using the Wasserstein...	13	Experimental	12	Python
139	vignesh-r24/gan-cifar10 An implementation of DCGAN to generate images similar to those in CIFAR10 dataset.	13	Experimental	—	Jupyter Notebook
140	Gigi-G/Anime-Face-Generation The objective of this project is to use the following Kaggle dataset...	13	Experimental	11	Jupyter Notebook
141	kbdharun/mini-project This repository contains the GAN programs that we implemented for the TCIRRP...	13	Experimental	2	Jupyter Notebook
142	PradumnS-001/GAN-Project Implementation of a Wasserstein Generative Adversarial Neural Network with PyTorch	13	Experimental	—	Jupyter Notebook
143	mujafferakeel/translation 🌍 Benchmark translation models by assessing their ability to maintain...	13	Experimental	—	—
144	AarnoStormborn/GenerativeAdversarialNetwork Generative Adversarial Network to generate images of one class of a dataset	12	Experimental	6	Jupyter Notebook
145	salehsargolzaee/DCGAN-for-face-generation Generate Faces Using Deep Convolutional Generative Adversarial Networks (DCGAN)	12	Experimental	6	Jupyter Notebook
146	PawarMukesh/Simple-GAN A generative adversarial network (GAN) is a class of machine learning frameworks.	12	Experimental	6	Jupyter Notebook
147	amarmeddahi/sip-gan Open source code and ressources for SIP-GAN paper.	12	Experimental	5	Python
148	tsubu01/MP-GAN A GAN playground for experimenting with architectures, datasets and training...	12	Experimental	6	Jupyter Notebook
149	chk7082/henesys2ellinia henesys2ellinia (CycleGAN)	12	Experimental	5	Jupyter Notebook
150	Amir-Hofo/CGAN_MNIST_Pytorch This code implements an example of a CGAN deep learning model using PyTorch....	11	Experimental	4	Jupyter Notebook
151	mohammadreza-mohammadi94/Image-Generation-with-DCGAN This repository contains a Deep Convolutional Generative Adversarial Network...	11	Experimental	—	Python
152	Guigui14460/nebulae-generator-data Data for the creation of an AI which is able to generate new nebulae images	11	Experimental	—	—
153	ma-2pac/GAN_MNIST Implementation of generator of artificial MNIST images using GANs	11	Experimental	—	—
154	YasinShafiei/Progressive_GAN Progressive GAN on Celeb-A dataset	11	Experimental	4	Python
155	Umer-Farooq-CS/PixelRNN-Implementation-CIFAR10 Complete implementation of PixelRNN paper with PixelCNN, Row LSTM, and...	11	Experimental	—	Python
156	RahulrajPrd/G5-RahulRajParida-Final-Year-Project-Btech-CSE-AIML-KRMU This project investigates the application of Wasserstein Generative...	11	Experimental	2	Jupyter Notebook
157	aliparsbin/generative-adversarial-networks generative adversarial networks	11	Experimental	—	Jupyter Notebook
158	arminZolfaghari/GAN-for-Cats DCGAN to generate cat pictures	11	Experimental	4	Jupyter Notebook
159	MIDHUNGRAJ/GANs-Implementation-PyTorch This repository hosts PyTorch implementations for generating synthetic...	11	Experimental	3	Jupyter Notebook
160	cube-3/Session-on-CycleGAN-2021-07-22 The 1st session from cube3!!!	11	Experimental	3	Jupyter Notebook
161	f0nzie/gan-rsuite A Generative Adversarial Networks (GAN) in rTorch for creating synthetic datasets	11	Experimental	3	Jupyter Notebook
162	NvsYashwanth/Generating-Faces-with-DCGAN Implementation of DCGAN on celebA dataset to generate faces	10	Experimental	2	Jupyter Notebook
163	petrosDemetrakopoulos/BeerNet A Generative Adversarial Network for generation of beer recipes	10	Experimental	2	Python

Comparisons in this category

pytorch-CycleGAN-and-pix2pix and UNIT (53 vs 50) pytorch-CycleGAN-and-pix2pix and PyTorch-CycleGAN (53 vs 51) All-About-the-GAN and the-gan-zoo (51 vs 50) MUNIT and UNIT (50 vs 50) Awesome-GANs and All-About-the-GAN (51 vs 51) simulated-unsupervised-tensorflow and SimGAN (51 vs 50)