low-level-vision

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

pytorch transformer high-resolution image-restoration image-deblurring motion-deblurring low-level-vision defocus-deblurring image-deraining efficient-transformers cvpr2022

UpdatedAug 16, 2024
Python

JingyunLiang /VRT

Star1.4k

VRT: A Video Restoration Transformer (official repository)

video transformer super-resolution restoration deblurring denoising low-level-vision video-super-resolution video-denoising video-deblurring sr video-restoration vision-transformer video-sr

UpdatedJun 18, 2023
Python

swz30 /MPRNet

Star1.2k

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

computer-vision pytorch image-denoising image-restoration image-deblurring low-level-vision multistage-network image-deraining cvpr2021 progressive-restoration cvpr21 cvpr-2021

UpdatedApr 18, 2024
Python

Kobaayyy /Awesome-CVPR2025-CVPR2024-CVPR2021-CVPR2020-Low-Level-Vision

Star1.2k

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

computer-vision image-reconstruction image-processing image-compression super-resolution image-denoising image-restoration image-deblurring image-enhancement frame-interpolation image-quality-assessment low-level-vision image-dehazing image-demoireing cvpr2020 image-deraining cvpr2021 cvpr2024 c-v-p-r cvpr2025

UpdatedMar 27, 2025

VITA-Group /DeblurGANv2

Star1.1k

[ICCV 2019] "DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better" by Orest Kupyn, Tetiana Martyniuk, Junru Wu, Zhangyang Wang

deep-learning pytorch generative-adversarial-network ukraine iccv low-level-vision deblurgan iccv2019

UpdatedJul 14, 2022
Python

google-research /maxim

Star1k

[CVPR 2022 Oral] Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.

image computer-vision architecture image-processing transformer mlp enhancement image-restoration restoration deblurring denoising dehazing image-enhancement low-level-vision deraining retouching

UpdatedJun 9, 2023
Python

Algolzw /daclip-uir

Star738

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

deep-learning prompt pytorch image-denoising image-restoration image-deblurring low-level-vision shadow-removal image-dehazing face-inpainting vision-language diffusion-models low-light-image-enhancement image-deraining jpeg-artifacts-removal image-desnowing

UpdatedAug 7, 2024
Python

swz30 /MIRNet

Star687

[ECCV 2020] Learning Enriched Features for Real Image Restoration and Enhancement. SOTA results for image denoising, super-resolution, and image enhancement.

computer-vision pytorch attention-mechanism super-resolution image-denoising image-restoration image-enhancement low-level-vision eccv2020 multi-resolution-streams

UpdatedApr 18, 2024
Python

[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 runshttps://replicate.com/mv-lab/swin2sr

compression computer-vision deep-learning jpeg image-processing transformer super-resolution image-denoising image-restoration denoising image-super-resolution ntire low-level-vision deblocking vision-transformer compression-artifact-reduction swinir image-sr eccv2022 swin2sr

UpdatedAug 19, 2024
Python

swz30 /CycleISP

Star526

[CVPR 2020--Oral] CycleISP: Real Image Restoration via Improved Data Synthesis

computer-vision pytorch image-denoising image-restoration low-level-vision data-synthesis raw2rgb cvpr2020 camera-imaging-pipeline cycleisp rgb2raw

UpdatedSep 24, 2024
Python

rui1996 /DeRaindrop

Star520

Attentive Generative Adversarial Network for Raindrop Removal from A Single Image (CVPR 2018)

computer-vision low-level-vision cvpr2018

UpdatedJun 29, 2018
Python

cuiziteng /Illumination-Adaptive-Transformer

Star512

🌕 [BMVC 2022] You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction. SOTA for low light enhancement, 0.004 seconds try this for pre-processing.

image-reconstruction pytorch image-restoration image-enhancement low-level-vision transformer-architecture exposure-correction bmvc low-light-enhance transformer-models low-light-image-enhancement

UpdatedFeb 27, 2024
Python

swz30 /MIRNetv2

Star440

[TPAMI 2022] Learning Enriched Features for Fast Image Restoration and Enhancement. Results on Defocus Deblurring, Denoising, Super-resolution, and image enhancement

image-processing pytorch high-resolution image-denoising image-restoration denoising contrast-enhancement image-enhancement low-level-vision tpami defocus-deblurring low-light-image-enhancement

UpdatedApr 18, 2024
Python

jinyeying /night-enhancement

Star427

[ECCV2022] "Unsupervised Night Image Enhancement: When Layer Decomposition Meets Light-Effects Suppression",https://arxiv.org/abs/2207.10564

night deep-learning flare restoration glow image-enhancement low-light low-level-vision low-light-image glare low-light-enhance nighttime-lights night-images light-effects low-light-image-enhancement nighttime

UpdatedAug 29, 2024
HTML

mv-lab /AISP

Star421

AI Image Signal Processing and Computational Photography. Official library for NTIRE (CVPR) and AIM (ICCV/ECCV) Challenges. You will find Learned ISPs, RAW Restoration-Upsampling-Reconstruction, Image Enhancement, Bokeh rendering and more!