single-image-super-resolution 开源项目推荐（38 个）

tamarott /SinGAN

Official pytorch implementation of the paper: "SinGAN: Learning a Generative Model from a Single Natural Image"

krasserm /super-resolution

基于TensorFlow 2.x实现EDSR、WSWR和SRGAN，用于单张图像超分辨率

HasnainRaz /Fast-SRGAN

A Fast Deep Learning Model to Upsample Low Resolution Videos to High Resolution at 30fps

cszn /IRCNN

Learning Deep CNN Denoiser Prior for Image Restoration (CVPR, 2017) (Matlab)

deepak112 /Keras-SRGAN

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network implemented in Keras

cuiziteng /ECCV_AERIS

📷 [ECCV 2022] Exploring Resolution and Degradation Clues as Self-supervised Signal for Low Quality Object Detection

izhx /TC-YoukuVSRE

天池2019阿里巴巴优酷视频增强和超分辨率挑战赛自用代码，EDVR、WDSR、ESRGAN三个模型。

dslisleedh /Download_df2k

DF2K dataset download script

davitpapikyan /Probabilistic-Downscaling-of-Climate-Variables

Probabilistic Downscaling of Climate Variables Using Denoising Diffusion Probabilistic Models

uw-loci /demo_wsi_superres

WSISR: Single image super-resolution for Whole slide Imaging using convolutional neural networks and self-supervised color normalization.

enter-i-username /EigenSR

[AAAI 2025] Official implementation of the paper "EigenSR: Eigenimage-Bridged Pre-Trained RGB Learners for Single Hyperspectral Image Super-Resolution".

amanshenoy /image-super-resolution

A simple convolutional neural network for single image super-resolution

yukariin /SAN_pytorch

Second-order Attention Network for Single Image Super-resolution (CVPR-2019)

pbehjatii /DiVANet

PyTorch implementation of Single image super-resolution based on directional variance attention network (Pattern Recognition2022)

Ahmad-Zaki /Single_Image_Super_Resolution

A tensorflow-based implementation of SISR using EDSR, SRResNet, and SRGAN

kalpeshjp89 /USISResNet

This repository includes code of training/testing of our work published in NTIRE-2020 workshop titled "Unsupervised Single Image Super-Resolution Network (USISResNet) for Real-World Data Using Generative Adversarial Network".

pbehjatii /FENet-PyTorch

PyTorch implementation of Frequency-based Enhancement Network for Efficient Super-Resolution. (IEEE Access2022)

jangsoopark /IDN-TensorFlow

TensorFlow Implementation of "Fast and Accurate Single Image Super-Resolution via Information Distillation Network" (CVPR 2018)

zilongzheng /PatchGenCN

CVPR 2021 Oral Paper PatchGenCN

enhancr /figsr

figsr — a frequency-domain (FFT-based) SISR architecture. Enhances detail reconstruction and inference speed, combining the strengths of CNNs and Transformers while mitigating their core limitations.