GAN Architectures Implementations Diffusion Models

Educational implementations and benchmarks of core GAN variants (Vanilla GAN, DCGAN, WGAN-GP, etc.) for image generation. Does NOT include diffusion models, VAEs, style transfer as primary focus, or production deployment tools.

There are 67 gan architectures implementations models tracked. The highest-rated is zhangqianhui/Conditional-GAN at 42/100 with 220 stars.

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#	Model	Score	Tier	Stars	Language
1	zhangqianhui/Conditional-GAN Tensorflow implementation for Conditional Convolutional Adversarial Networks.	42	Emerging	220	Python
2	mit-han-lab/data-efficient-gans [NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN Training	41	Emerging	1,313	Python
3	EugenHotaj/pytorch-generative Easy generative modeling in PyTorch	40	Emerging	438	Python
4	kundan2510/pixelCNN Theano reimplementation of pixelCNN architecture	40	Emerging	166	Python
5	pytti-tools/pytti-notebook Start here	38	Emerging	111	Jupyter Notebook
6	shaohua0116/DCGAN-Tensorflow A Tensorflow implementation of Deep Convolutional Generative Adversarial...	38	Emerging	71	Python
7	caiyuanhao1998/PNGAN "Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware...	37	Emerging	146	Python
8	EndlessSora/DeceiveD [NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with...	34	Emerging	235	Python
9	volotat/ConGAN Continious Generative Adversarial Network	33	Emerging	44	Python
10	shaohua0116/WGAN-GP-TensorFlow TensorFlow implementations of Wasserstein GAN with Gradient Penalty...	31	Emerging	44	Python
11	IgorSusmelj/ABC-GAN Official repository for ABC-GAN	29	Experimental	12	Python
12	sjenni/dfgan On Stabilizing Generative Adversarial Training with Noise. In CVPR, 2019.	28	Experimental	7	Python
13	aashishrai3799/Remote-Sensing-Image-Generation Generate RS Images using Generative Adversarial Networks (GAN)	28	Experimental	7	Jupyter Notebook
14	basiclab/GNGAN-PyTorch Official implementation for Gradient Normalization for Generative...	27	Experimental	72	Python
15	Saurabh23/mSRGAN-A-GAN-for-single-image-super-resolution-on-high-content-screening-microscopy-images. Generative Adversarial Network for single image super-resolution in high...	27	Experimental	58	Jupyter Notebook
16	stabgan/GANs-using-pyTorch-from-Scratch My favourite project till now . In this GAN I implemented a simple generator...	26	Experimental	6	Python
17	riejohnson/cfg-gan-pt CFG-GAN (Composite Functional Gradient learning of GAN) in pyTorch	26	Experimental	8	Python
18	benckx/DCGAN-for-psychonauts Use DCGAN to create trippy videos	26	Experimental	26	Python
19	hp-l33/AiM Official PyTorch Implementation of "Scalable Autoregressive Image Generation...	26	Experimental	143	Python
20	johnathanlouie/cascaded-refinement-network Photorealistic image synthesis without a generative adversarial network	26	Experimental	3	Python
21	constfilin/ConditionalGAN A production-grade implementation of Conditional Generative Adversarial Network	25	Experimental	3	Python
22	matusstas/cGAN Tensorflow implementation of Conditional GAN trained on MNIST dataset	24	Experimental	3	Jupyter Notebook
23	XiaozhuFang/InvolutionGAN The new involution operator was implemented in GAN, compared with DCGAN and SAGAN.	24	Experimental	3	Python
24	Simeonedef/Galaxy-Image-Gen This project proposes a solution to score how 'realistic' sparse galaxy...	24	Experimental	3	Jupyter Notebook
25	PabloVD/ImageGAN GAN for image generation	22	Experimental	19	Python
26	vinayakarannil/DCGAN DCGAN implemetation for custom dataset	22	Experimental	6	Python
27	Chinmay26/Multi-Viewpoint-Image-generation Given an image and a target viewpoint, generate synthetic image in the...	20	Experimental	27	Jupyter Notebook
28	hklchung/GAN-GenerativeAdversarialNetwork Beginner's Guide to building GAN from scratch with Tensorflow and Keras	20	Experimental	16	Python
29	zassou65535/image_generator_2 Progressive GANによる画像生成器	20	Experimental	36	Python
30	campbell-comer/dog-image-gen Conditional GAN for generating dog images, trained on the Stanford Dogs...	19	Experimental	—	Python
31	ardaerdogani/cwgan-gp-fruits Conditional WGAN-GP that generates synthetic fruit images (apple · banana ·...	19	Experimental	—	Python
32	sumansid/DCGAN-Keras DCGAN Projects Repository implemented using Keras. (Includes pre-trained model)	19	Experimental	6	Jupyter Notebook
33	shinshoji01/Style-Restricted_GAN This repository is to introduce our model, Style-Restricted GAN.	19	Experimental	9	Jupyter Notebook
34	junwoopark92/TAC-GAN-eCommerce Winner (Titan Xp as awards), 2019 Just Model It Event: freely making a...	17	Experimental	5	Jupyter Notebook
35	bhaumik-choksi/polyGAN A customizable GAN that is based on the DC-GAN architecture. Can be used to...	16	Experimental	3	Python
36	VasiLucyGuidoArnold/Clear-Image-Generation-from-Blurred-Image-using-Deep-Learning An Application made by deeplearning method used to convert the blurred image...	16	Experimental	3	Jupyter Notebook
37	shah-deven/Generative-Adversarial-Networks-MNIST-data-generation Generate images using Generative Adversarial Networks	15	Experimental	1	Jupyter Notebook
38	riejohnson/cfg-gan CFG-GAN: Composite functional gradient learning of generative adversarial models	15	Experimental	15	C++
39	CristianCosci/Generative_Adversarial_Networks_GAN__Overview A small overview of what GANs and their main variants are, with related...	14	Experimental	7	Python
40	apurvayadav/Image-Generation-GAN This app generates random Fashion images using Generative Adversarial...	14	Experimental	1	Jupyter Notebook
41	qdm097/MNIST-WGAN A C# WGAN.	14	Experimental	1	C#
42	Thableaddles57/generative-adversarial-networks PyTorch implementation of Generative Adversarial Networks (GANs) for image...	14	Experimental	—	Python
43	Railwayscrewdriver190/simple-mnist-gan 🎨 Generate handwritten digits with a simple MLP GAN using PyTorch,...	14	Experimental	—	Jupyter Notebook
44	YuvanJain/WGAN A web-based implementation of a Wasserstein Generative Adversarial Network...	14	Experimental	—	Jupyter Notebook
45	Informfully/Challenges NewsImages Challenges at MediaEval	13	Experimental	2	Jupyter Notebook
46	latentcollection/glyph-gan [GlyphGAN] Pytorch based deep convolutional GAN trained on glyphs.	13	Experimental	6	Jupyter Notebook
47	SebastianCharmot/Genetic-Algorithm-Image-Recreation From scratch Python implementation of a genetic algorithm that recreates a...	13	Experimental	11	Jupyter Notebook
48	yl-code-it/Weld_Image_Generation_BAGAN-GP Deep Learning on Weld Image Generation using DCGAN and BAGAN-GP	13	Experimental	5	Jupyter Notebook
49	crypto-code/BigGAN-Pretrained Uses a Pretrained Network (using Google's Deepmind) to generate images.	12	Experimental	4	Python
50	Dok11/nn-gan-panoramo Implementation of Generative Adversarial Network for equirectangular...	12	Experimental	3	Python
51	FokaKefir/KepKreator A cGAN-based image generation project focusing on handwritten digits and...	12	Experimental	1	Jupyter Notebook
52	BogdanKandra/gan-augmentation Studying the utility of GANs in augmenting datasets used for classification problems	11	Experimental	—	Python
53	Vilagamer999/SneakGAN StyleGAN2-ADA trained on a dataset of 2000+ sneaker images	11	Experimental	21	Jupyter Notebook
54	ai-art-dev99/BigGAN-lite-ImageNet-10 Class-conditional BigGAN-style training on an ImageNet-10 subset with...	11	Experimental	—	Python
55	jurkovicmartin/Image-Generation Specified type of image generation.	11	Experimental	—	Python
56	deepbiolab/gans-research 🎨 A step-by-step implementation of key GAN architectures from Vanilla GAN to...	11	Experimental	—	Python
57	Musthafa-D/Image-generation-of-Cifar10-using-Generative-networks Image generation on the CIFAR-10 dataset using generative models (GANs /...	11	Experimental	—	Python
58	Musthafa-D/Image-generation-of-Mnist-using-Generative-networks Image generation on the MNIST dataset using generative models (GANs /...	11	Experimental	—	Python
59	SerdarHelli/SemanticImageSynthesisDentalPanoramic This repository contains the implementation of OASIS (Only Adversarial...	11	Experimental	—	Python
60	yassienashrafwasfy/DeblurGan Deblur gan to remove camera blur from images	11	Experimental	—	Jupyter Notebook
61	boyla950/conditional-wgan-gp Coursework solutions for a 3rd year Computer Science module on Deep Learning...	11	Experimental	2	Python
62	fouadtrad/Augmenting-a-spine-CT-scans-dataset-using-VAEs-GANs-and-transfer-learning A repository for the paper "Augmenting a spine CT scans dataset using VAEs,...	11	Experimental	2	—
63	A-Bak/fingerprint-wgan Wasserstein Generative Adversarial Network (WGAN) with Gradient Penalty (GP)...	11	Experimental	2	Jupyter Notebook
64	renan-siqueira/my-own-WGAN-GP-implementation My own GAN implementation (WGAN-GP with Pytorch)	11	Experimental	2	Python
65	Maciej-Ol/AbstractArt-by-GAN Generating images based on abstract art with a help of Generative...	10	Experimental	1	Jupyter Notebook
66	LoaneShark/ArtBot CNN/GAN which generates and names original paintings, trained on classical...	10	Experimental	1	TeX
67	fangyuan-ksgk/GANs Simple Implementation of implementations of Generative Adversarial Networks...	10	Experimental	1	Jupyter Notebook