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 76 gan architectures implementations models tracked. The highest-rated is zhangqianhui/Conditional-GAN at 49/100 with 220 stars.

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#	Model	Score	Tier	Stars	Language
1	zhangqianhui/Conditional-GAN Tensorflow implementation for Conditional Convolutional Adversarial Networks.	49	Emerging	220	Python
2	mit-han-lab/data-efficient-gans [NeurIPS 2020] Differentiable Augmentation for Data-Efficient GAN Training	48	Emerging	1,313	Python
3	EugenHotaj/pytorch-generative Easy generative modeling in PyTorch	47	Emerging	438	Python
4	kundan2510/pixelCNN Theano reimplementation of pixelCNN architecture	47	Emerging	166	Python
5	shaohua0116/DCGAN-Tensorflow A Tensorflow implementation of Deep Convolutional Generative Adversarial...	45	Emerging	71	Python
6	pytti-tools/pytti-notebook Start here	45	Emerging	111	Jupyter Notebook
7	caiyuanhao1998/PNGAN "Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware...	44	Emerging	146	Python
8	EndlessSora/DeceiveD [NeurIPS 2021] Deceive D: Adaptive Pseudo Augmentation for GAN Training with...	41	Emerging	235	Python
9	volotat/ConGAN Continious Generative Adversarial Network	40	Emerging	44	Python
10	shaohua0116/WGAN-GP-TensorFlow TensorFlow implementations of Wasserstein GAN with Gradient Penalty...	38	Emerging	44	Python
11	IgorSusmelj/ABC-GAN Official repository for ABC-GAN	36	Emerging	12	Python
12	sjenni/dfgan On Stabilizing Generative Adversarial Training with Noise. In CVPR, 2019.	35	Emerging	7	Python
13	aashishrai3799/Remote-Sensing-Image-Generation Generate RS Images using Generative Adversarial Networks (GAN)	35	Emerging	7	Jupyter Notebook
14	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...	34	Emerging	58	Jupyter Notebook
15	basiclab/GNGAN-PyTorch Official implementation for Gradient Normalization for Generative...	34	Emerging	72	Python
16	stabgan/GANs-using-pyTorch-from-Scratch My favourite project till now . In this GAN I implemented a simple generator...	33	Emerging	6	Python
17	benckx/DCGAN-for-psychonauts Use DCGAN to create trippy videos	33	Emerging	26	Python
18	hp-l33/AiM Official PyTorch Implementation of "Scalable Autoregressive Image Generation...	33	Emerging	143	Python
19	riejohnson/cfg-gan-pt CFG-GAN (Composite Functional Gradient learning of GAN) in pyTorch	33	Emerging	8	Python
20	johnathanlouie/cascaded-refinement-network Photorealistic image synthesis without a generative adversarial network	33	Emerging	3	Python
21	constfilin/ConditionalGAN A production-grade implementation of Conditional Generative Adversarial Network	32	Emerging	3	Python
22	matusstas/cGAN Tensorflow implementation of Conditional GAN trained on MNIST dataset	31	Emerging	3	Jupyter Notebook
23	Simeonedef/Galaxy-Image-Gen This project proposes a solution to score how 'realistic' sparse galaxy...	31	Emerging	3	Jupyter Notebook
24	XiaozhuFang/InvolutionGAN The new involution operator was implemented in GAN, compared with DCGAN and SAGAN.	31	Emerging	3	Python
25	vinayakarannil/DCGAN DCGAN implemetation for custom dataset	29	Experimental	6	Python
26	PabloVD/ImageGAN GAN for image generation	29	Experimental	19	Python
27	hklchung/GAN-GenerativeAdversarialNetwork Beginner's Guide to building GAN from scratch with Tensorflow and Keras	27	Experimental	16	Python
28	zassou65535/image_generator_2 Progressive GANによる画像生成器	27	Experimental	36	Python
29	Chinmay26/Multi-Viewpoint-Image-generation Given an image and a target viewpoint, generate synthetic image in the...	27	Experimental	27	Jupyter Notebook
30	shinshoji01/Style-Restricted_GAN This repository is to introduce our model, Style-Restricted GAN.	26	Experimental	9	Jupyter Notebook
31	sumansid/DCGAN-Keras DCGAN Projects Repository implemented using Keras. (Includes pre-trained model)	26	Experimental	6	Jupyter Notebook
32	junwoopark92/TAC-GAN-eCommerce Winner (Titan Xp as awards), 2019 Just Model It Event: freely making a...	24	Experimental	5	Jupyter Notebook
33	VasiLucyGuidoArnold/Clear-Image-Generation-from-Blurred-Image-using-Deep-Learning An Application made by deeplearning method used to convert the blurred image...	23	Experimental	3	Jupyter Notebook
34	riejohnson/cfg-gan CFG-GAN: Composite functional gradient learning of generative adversarial models	22	Experimental	15	C++
35	CristianCosci/Generative_Adversarial_Networks_GAN__Overview A small overview of what GANs and their main variants are, with related...	21	Experimental	7	Python
36	apurvayadav/Image-Generation-GAN This app generates random Fashion images using Generative Adversarial...	21	Experimental	1	Jupyter Notebook
37	qdm097/MNIST-WGAN A C# WGAN.	21	Experimental	1	C#
38	SebastianCharmot/Genetic-Algorithm-Image-Recreation From scratch Python implementation of a genetic algorithm that recreates a...	20	Experimental	11	Jupyter Notebook
39	latentcollection/glyph-gan [GlyphGAN] Pytorch based deep convolutional GAN trained on glyphs.	20	Experimental	6	Jupyter Notebook
40	yl-code-it/Weld_Image_Generation_BAGAN-GP Deep Learning on Weld Image Generation using DCGAN and BAGAN-GP	20	Experimental	5	Jupyter Notebook
41	campbell-comer/dog-image-gen Conditional GAN for generating dog images, trained on the Stanford Dogs...	19	Experimental	—	Python
42	Dok11/nn-gan-panoramo Implementation of Generative Adversarial Network for equirectangular...	19	Experimental	3	Python
43	crypto-code/BigGAN-Pretrained Uses a Pretrained Network (using Google's Deepmind) to generate images.	19	Experimental	4	Python
44	Informfully/Challenges NewsImages Challenges at MediaEval	19	Experimental	2	Jupyter Notebook
45	FokaKefir/KepKreator A cGAN-based image generation project focusing on handwritten digits and...	19	Experimental	1	Jupyter Notebook
46	ardaerdogani/cwgan-gp-fruits Conditional WGAN-GP that generates synthetic fruit images (apple · banana ·...	19	Experimental	—	Python
47	Vilagamer999/SneakGAN StyleGAN2-ADA trained on a dataset of 2000+ sneaker images	18	Experimental	21	Jupyter Notebook
48	A-Bak/fingerprint-wgan Wasserstein Generative Adversarial Network (WGAN) with Gradient Penalty (GP)...	18	Experimental	2	Jupyter Notebook
49	boyla950/conditional-wgan-gp Coursework solutions for a 3rd year Computer Science module on Deep Learning...	18	Experimental	2	Python
50	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,...	18	Experimental	2	—
51	renan-siqueira/my-own-WGAN-GP-implementation My own GAN implementation (WGAN-GP with Pytorch)	18	Experimental	2	Python
52	Maciej-Ol/AbstractArt-by-GAN Generating images based on abstract art with a help of Generative...	17	Experimental	1	Jupyter Notebook
53	LoaneShark/ArtBot CNN/GAN which generates and names original paintings, trained on classical...	17	Experimental	1	TeX
54	fangyuan-ksgk/GANs Simple Implementation of implementations of Generative Adversarial Networks...	17	Experimental	1	Jupyter Notebook
55	bhaumik-choksi/polyGAN A customizable GAN that is based on the DC-GAN architecture. Can be used to...	16	Experimental	3	Python
56	00200200/gan-architectures-from-scratch-pytorch Three GAN architectures implemented from scratch using PyTorch Lihtning...	15	Experimental	2	Python
57	YuvanJain/WGAN A web-based implementation of a Wasserstein Generative Adversarial Network...	14	Experimental	—	Jupyter Notebook
58	bb-in-hoodie/MNIST-invert-color Invert the color of MNIST images with PyTorch (2017)	14	Experimental	16	Python
59	Railwayscrewdriver190/simple-mnist-gan 🎨 Generate handwritten digits with a simple MLP GAN using PyTorch,...	14	Experimental	—	Jupyter Notebook
60	zassou65535/image_generator GANのpytorch実装	14	Experimental	19	Python
61	Thableaddles57/generative-adversarial-networks PyTorch implementation of Generative Adversarial Networks (GANs) for image...	14	Experimental	—	Python
62	raahii/infogan-pytorch :art: A PyTorch implementation of InfoGAN.	13	Experimental	14	Python
63	LebronUzi/Infrared-images-generation-and-image-fusion Apply different GANs to implement image generation and image fusion!	12	Experimental	8	Python
64	AnderCruz/Images-Generation-Generative-Adversarial-Networks-GANs This project implements a Generative Adversarial Network (GAN) to generate...	12	Experimental	1	Jupyter Notebook
65	ai-art-dev99/BigGAN-lite-ImageNet-10 Class-conditional BigGAN-style training on an ImageNet-10 subset with...	11	Experimental	—	Python
66	jurkovicmartin/Image-Generation Specified type of image generation.	11	Experimental	—	Python
67	deepbiolab/gans-research 🎨 A step-by-step implementation of key GAN architectures from Vanilla GAN to...	11	Experimental	—	Python
68	SerdarHelli/SemanticImageSynthesisDentalPanoramic This repository contains the implementation of OASIS (Only Adversarial...	11	Experimental	—	Python
69	yassienashrafwasfy/DeblurGan Deblur gan to remove camera blur from images	11	Experimental	—	Jupyter Notebook
70	joshchen984/pretrained-stylegan2-hedgehogs A pretrained StyleGAN2 model that generates pictures of hedgehogs.	11	Experimental	4	—
71	HamidrezaGholamrezaei/SamplerGAN A novel approach, named SamplerGAN, for generating high-quality labeled data	11	Experimental	3	Python
72	BogdanKandra/gan-augmentation Studying the utility of GANs in augmenting datasets used for classification problems	11	Experimental	—	Python
73	FaetterP/CNN-GAN Image generation using ConvNet	10	Experimental	2	Jupyter Notebook
74	gitlost-murali/Deconvolution-for-Num-2-Image Takes a number and generates the images of those numbers. Trained on MNIST...	10	Experimental	2	Jupyter Notebook
75	NizarBelaatik/gan-optimization-benchmark Benchmarking GAN optimizers (Adam, RMSprop, SGD, Lookahead) on CIFAR-10...	10	Experimental	1	Jupyter Notebook
76	tuanPhantom/White-Box-anime-style-GAN Tensorflow implementation of GAN and white-box representations of images by...	10	Experimental	2	Python