Image Super-Resolution ML Frameworks

Deep learning models and implementations for upscaling low-resolution images to higher resolution. Includes SISR (single-image super-resolution) frameworks, GAN-based methods, and domain-specific applications (satellite, infrared, video). Does NOT include general image upscaling tools, image enhancement, denoising, or inpainting without a super-resolution focus.

There are 66 image super-resolution frameworks tracked. 9 score above 50 (established tier). The highest-rated is HasnainRaz/Fast-SRGAN at 59/100 with 701 stars.

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#	Framework	Score	Tier	Stars	Language
1	HasnainRaz/Fast-SRGAN A Fast Deep Learning Model to Upsample Low Resolution Videos to High...	59	Established	701	Python
2	NatLabRockies/sup3r The Super-Resolution for Renewable Resource Data (sup3r) software uses...	57	Established	128	Python
3	the-database/traiNNer-redux Deep learning training framework for image super resolution and restoration.	54	Established	106	Python
4	eugenesiow/super-image Image super resolution models for PyTorch.	53	Established	193	Python
5	movehand/raisr A Python implementation of RAISR	51	Established	562	Python
6	jiny2001/dcscn-super-resolution A tensorflow implementation of "Fast and Accurate Image Super Resolution by...	51	Established	714	Python
7	brade31919/SRGAN-tensorflow Tensorflow implementation of the SRGAN algorithm for single image super-resolution	51	Established	858	Python
8	jmiller656/EDSR-Tensorflow Tensorflow implementation of Enhanced Deep Residual Networks for Single...	50	Established	345	Python
9	EscVM/RAMS Official TensorFlow code for paper "Multi-Image Super Resolution of Remotely...	50	Established	89	Jupyter Notebook
10	idealo/image-super-resolution 🔎 Super-scale your images and run experiments with Residual Dense and...	49	Emerging	4,817	Python
11	ServiceNow/HighRes-net Pytorch implementation of HighRes-net, a neural network for multi-frame...	48	Emerging	289	Jupyter Notebook
12	neosr-project/neosr neosr is an open-source framework for training super-resolution models.	48	Emerging	304	Python
13	somanchiu/ReSwapper ReSwapper aims to reproduce the implementation of inswapper. This repository...	44	Emerging	222	Python
14	Fried-Rice-Lab/FriedRiceLab Official repository of the Fried Rice Lab, including code resources of the...	42	Emerging	210	Python
15	zudi-lin/rcan-it Revisiting RCAN: Improved Training for Image Super-Resolution	41	Emerging	96	Python
16	andrewdalpino/MewZoom Ultra high-quality image super-resolution for purrfect pixels.	41	Emerging	12	Python
17	cszn/SRMD Learning a Single Convolutional Super-Resolution Network for Multiple...	40	Emerging	433	MATLAB
18	tuvovan/MIRNet-Keras Keras Implementation of MIRNet - SoTA in Image Denoising, Super Resolution...	39	Emerging	24	Python
19	timmh/neural-supersampling Unofficial re-implementation of a neural supersampling model for real-time rendering	39	Emerging	31	Python
20	megvii-research/DCLS-SR Official PyTorch implementation of the paper "Deep Constrained Least Squares...	39	Emerging	238	Python
21	diegovalsesia/piunet Permutation invariance and uncertainty in multitemporal image super-resolution	39	Emerging	35	Jupyter Notebook
22	isaaccorley/pytorch-enhance Open-source Library of Image Super-Resolution Models, Datasets, and Metrics...	38	Emerging	87	Python
23	pilot7747/sldl Single-line inference of SOTA deep learning models	38	Emerging	29	Python
24	george-gca/sr-pytorch-lightning Super-Resolution models implemented in PyTorch Lightning	37	Emerging	21	Python
25	amannm/super-resolution client-side deep learning super resolution using TensorFlow.js	37	Emerging	15	TypeScript
26	ytZhang99/CF-Net Official repository of "Deep Coupled Feedback Network for Joint Exposure...	35	Emerging	80	Python
27	AmrShaaban99/super-resolution This project shows Image Super Resolution using Deep Learning . Seven models...	34	Emerging	32	Jupyter Notebook
28	PsVenom/QR-code-enhancement-using-SRGANs An attempt to ustilise Super Resolution Generative Adversarial Networks...	34	Emerging	33	Jupyter Notebook
29	icolbert/upsampling Algorithmic solutions to optimize inference for convolution-based image...	34	Emerging	10	Jupyter Notebook
30	saraivaufc/super-resolution-using-gans Super-Resolution of Sentinel-2 Using Generative Adversarial Networks	33	Emerging	8	Jupyter Notebook
31	IMT-Project-LTS-SR/MRUNet-for-MODIS-super-resolution This is the github repository for the article: Convolutional Neural Network...	33	Emerging	39	Python
32	sbelharbi/sr-caco-2 SR-CACO-2: A Dataset for Confocal Fluorescence Microscopy Image Super-Resolution	32	Emerging	23	Python
33	ashleykleynhans/supir-docker Docker image for SUPIR (Scaling Up to Excellence: Practicing Model Scaling...	31	Emerging	1	Shell
34	HediFKIH/ThermoVisSR ThermoVisSR: Multi-Scale Transformer Network for Super-Resolution of Visible...	31	Emerging	11	Python
35	renarchi/Re-SISR A collection of custom Super-Resolution models and restoration experiments.	30	Emerging	11	—
36	OlgaChernytska/Super-Resolution-with-FSRCNN Implementation of the paper on Fast Super Resolution CNN	29	Experimental	45	Python
37	egronskaya/Super-Resolution-for-Satellite-Imagery Use super-resolution models for upscaling low-resolution satellite images	28	Experimental	12	Jupyter Notebook
38	hellloxiaotian/ADSRNet Heterogeneous dynamic convolutional network in image super-resolution (HDSRNet)	28	Experimental	19	Python
39	labcisne/CT-Super-Resolution This project focuses on enhancing low-dosage computed tomography (CT) images...	28	Experimental	10	Jupyter Notebook
40	um-dsrg/RUMpy Open source image super-resolution toolbox containing various functionality...	27	Experimental	29	Python
41	andrewdalpino/SuperCool A fast single-image super-resolution (SISR) model capable of upscaling...	25	Experimental	4	Python
42	yongsongH/Infrared_Image_SR_PSRGAN Official PyTorch implementation of the paper Infrared Image Super-Resolution...	25	Experimental	55	Python
43	zuzg/text-super-resolution 🔠 Project tackling the problem of creating high-resolution images of text...	23	Experimental	4	Jupyter Notebook
44	sorna-fast/super-resolution-cnn-cifar10 Transform 16×16 low-resolution images to 32×32 high-quality versions using...	23	Experimental	5	Jupyter Notebook
45	Aditii-12/cms-super-resolution GAN-based super resolution of CMS calorimeter jet images \| GSoC 2026 ML4SCI	22	Experimental	—	Python
46	ModelPiper/PiperSR First super-resolution model designed for Apple Neural Engine. 2x upscale,...	22	Experimental	—	Python
47	guillaumeboniface/super_resolution Reproducing the Image Super-Resolution via Iterative Refinement paper.	21	Experimental	24	Jupyter Notebook
48	ashujha301/Deep-super-resolution A fully custom Image Super-Resolution system built from scratch using...	21	Experimental	—	—
49	HeleenaRobert/super-resolution-showcase 🌃 Comparing AI super-resolution models with visual examples and runtime...	20	Experimental	4	Python
50	GinZhu/RDST Official implementation of RDST. A residual dense swin transformer for...	19	Experimental	20	Python
51	ahmadsallakh/Images-Resolution-Enhancement-Using-CNN This project aims to enhance the quality of low-resolution images by mainly...	19	Experimental	12	Jupyter Notebook
52	anthonylucky1909/ESRGANX ESRGAN-Plus: Enhanced Super-Resolution with Custom Training	19	Experimental	2	Jupyter Notebook
53	gauravshuklacpp/SpanSR-12 SpanSR-12: A Diverse Benchmark for Multi-Domain Image Super-Resolution	18	Experimental	1	—
54	Rokib-Hasan-Oli/CSE445_Sec6_Machine_Learning_Project This project focuses on image super-resolution using machine learning. The...	17	Experimental	1	Jupyter Notebook
55	Aditya26189/klymo A production-grade ensemble system combining Transformer (Swin2SR) and GAN...	17	Experimental	5	Jupyter Notebook
56	Mohitkr95/image-super-resolution The goal of this project is to upscale and improve the quality of low...	17	Experimental	1	Jupyter Notebook
57	Dongyx1128/CEGATSR Implementation of CNN-Enhanced Graph Attention Network for Hyperspectral...	16	Experimental	15	Python
58	hvn2/S2S_UCNN Official Python codes for the paper "Sentinel-2 Sharpening Using a Single...	14	Experimental	16	Jupyter Notebook
59	NicoCeresa/FSRCNN-2016 Implimentation of the 2016 Fast Super Resolution CNN Paper	13	Experimental	—	Jupyter Notebook
60	akhundmuzzammil/SuperResolutionSatellite SuperResolutionSatellite is a deep learning project that enhances the...	13	Experimental	—	Python
61	sekilab/WindSR_Dataset WindSR Dataset contains more than 22,000 pairs of HR/LR wind speed images,...	13	Experimental	12	—
62	sowwnn/SISR-Traning-File SISR (Super Resolution Single Image) this is my first Deep Learning Model :3...	11	Experimental	3	Jupyter Notebook
63	Reyhanehne/ICF-SRSR_PyTorch Official implementation of the paper "ICF-SRSR: Invertible scale-Conditional...	11	Experimental	3	—
64	MKastek/Noise-CT-Scans Msc Thesis notes - Evaluation of the effectiveness of artificial neural...	11	Experimental	4	Jupyter Notebook
65	SaumyaBhandari/Image-SuperResolution- A Super Sampling model created using the SRCNN method proposed by Chao Dong,...	10	Experimental	2	Jupyter Notebook
66	spiliossp/Multimodal_Image_Super_Resolution_using_Deep_Neural_Networks Multimodal Image Super Resolution using (Interpretable) Deep Neural Networks	10	Experimental	1	Jupyter Notebook

Comparisons in this category

super-image and image-super-resolution (53 vs 49) Fast-SRGAN and SRGAN-tensorflow (59 vs 51) SRGAN-tensorflow and EDSR-Tensorflow (51 vs 50)