image-super-resolution 开源项目推荐（141 个）

JingyunLiang /SwinIR

SwinIR：使用 Swin Transformer 进行图像恢复（官方仓库）

idealo /image-super-resolution

🔎 Super-scale your images and run experiments with Residual Dense and Adversarial Networks.

XPixelGroup /HYPIR

HYPIR：Harnessing Diffusion-Yielded Score Priors for Image Restoration（SIGGRAPH 2025）的正式实施

peylnog /ContinuousSR

Official Code for “Pixel to Gaussian: Ultra-Fast Continuous Super-Resolution with 2D Gaussian Modeling” ICLR 2026

researchmm /TTSR

[CVPR'20] TTSR: Learning Texture Transformer Network for Image Super-Resolution

mv-lab /swin2sr

[ECCV] Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 3.3M runs https://replicate.com/mv-lab/swin2sr

yjn870 /SRCNN-pytorch

PyTorch implementation of Image Super-Resolution Using Deep Convolutional Networks (ECCV 2014)

OysterQAQ /ACG2vec

ACG2vec（Anime Comics Games to vector）致力于打造一个结合 ACG 与深度学习的游乐场。（文本语义检索、以图搜图、语义搜图、图片超分辨率、推荐系统）

ChunmingHe /awesome-diffusion-models-in-low-level-vision

A Repository for Diffusion-Model-related Papers in Low-level Vision

Rishit-dagli /MIRNet-TFJS

low-light💡 image enhancement

murufeng /FUIR

A Flexible and Unified Image Restoration Framework (PyTorch), including state-of-the-art image restoration model. Such as NAFNet, Restormer, MPRNet, MIMO-UNet, SCUNet, SwinIR, HINet, etc. ⭐⭐⭐⭐⭐⭐

yjn870 /FSRCNN-pytorch

PyTorch implementation of Accelerating the Super-Resolution Convolutional Neural Network (ECCV 2016)

deepak112 /Keras-SRGAN

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

Kobaayyy /Awesome-Low-Level-Vision-Research-Groups

A Collection of Low Level Vision Research Groups

hellloxiaotian /LESRCNN

Lightweight Image Super-Resolution with Enhanced CNN (Knowledge-Based Systems,2020)

eugenesiow /super-image

Image super resolution models for PyTorch.

JingyunLiang /HCFlow

Official PyTorch code for Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling (HCFlow, ICCV2021)

JingyunLiang /MANet

Official PyTorch code for Mutual Affine Network for Spatially Variant Kernel Estimation in Blind Image Super-Resolution (MANet, ICCV2021)

ngchc /CameraSR

Camera Lens Super-Resolution in CVPR 2019

Ding-Liu /NLRN

Code for Non-Local Recurrent Network for Image Restoration (NeurIPS 2018)