[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.

A Collection of Papers and Codes for CVPR2026/CVPR2025/CVPR2024/CVPR2021/CVPR2020 Low Level Vision

[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.

[CVPR 2022] Official implementation of the paper "Uformer: A General U-Shaped Transformer for Image Restoration".

[ICLR 2024] Controlling Vision-Language Models for Universal Image Restoration. 5th place in the NTIRE 2024 Restore Any Image Model in the Wild Challenge.

PromptIR: Prompting for All-in-One Blind Image Restoration [NeurIPS 2023]

A Collection of Papers and Codes for ECCV2024/ECCV2020 Low Level Vision

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. ⭐⭐⭐⭐⭐⭐

A Collection of Papers and Codes for ICCV2025/ICCV2021 Low Level Vision

A Collection of Low Level Vision Research Groups

[ICLR'25] AdaIR: Adaptive All-in-One Image Restoration via Frequency Mining and Modulation

[ECCV 2024] Histoformer: Restoring Images in Adverse Weather Conditions via Histogram Transformer

KBNet: Kernel Basis Network for Image Restoration

[ICLR 2023] Selective Frequency Network for Image Restoration

Revitalizing Convolutional Network for Image Restoration

ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration

[TPAMI] Image Restoration via Frequency Selection

Compound Multi-branch Feature Fusion for Real Image Restoration

[NeurIPS 2024] EnsIR: An Ensemble Algorithm for Image Restoration via Gaussian Mixture Models

Official repository for the paper "Image Deraining Transformer".

[Knowledge-Based Systems] Exploring the Potential of Channel Interactions for Image Restoration

Forward-only Diffusion Probabilistic Models

Pytorch code for "Attention Based Real Image Restoration", IEEE Transactions on Neural Networks and Learning Systems, 2021

Image Restoration thesis

The survey on the computer vision works under the adverse weather conditions

使用onnxruntime部署图像去雨，包含C++和Python两个版本的程序

Fast and practical image deraining with PyTorch. Removes rain streaks using UNet. 30.9 PSNR on Rain1400. Live demo on HuggingFace.

A single image deraining training and testing code with detailed explanations.

A PyTorch implementation of Learning a Tree-Structured Channel-Wise Refinement Network for Efficient Image Deraining, ICME, 2021

Remove rain from the images.