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 60 image super-resolution frameworks tracked. 4 score above 50 (established tier). The highest-rated is eugenesiow/super-image at 55/100 with 193 stars and 8,536 monthly downloads.

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

Comparisons in this category

super-image and image-super-resolution (55 vs 49) Fast-SRGAN and SRGAN-tensorflow (52 vs 44)