Uformer

Image restorer

An implementation of a deep learning model for restoring images in various conditions

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

GitHub

806 stars
11 watching
117 forks
Language: Python
last commit: 29 days ago
deep-learningimage-deblurringimage-demoireingimage-denoisingimage-derainingimage-restorationpytorch

Related projects:

Repository Description Stars
algolzw/daclip-uir This project controls vision-language models to restore degraded images in various environments and conditions. 662
swz30/restormer Proposes an efficient neural architecture model for high-resolution image restoration tasks 1,805
xlearning-scu/2022-cvpr-airnet Restores degraded images by combining multiple tasks of dehazing, denoising and deraining in a single framework 176
atiyo/deep_image_prior Reconstructs images using untrained neural networks to manipulate and transform existing images 215
owenzlz/deepimageblending A PyTorch implementation of blending images by optimizing a Poisson loss with style and content loss 431
invokerer/deeprft Develops deep learning-based methods for removing blur and defocus from images 244
swz30/mprnet A deep learning model designed to progressively restore degraded images by iteratively refining the degradation and its representation in the image 1,184
zhaoyuzhi/d2hnet Restores night images by jointly denoising and deblurring captured long- and short-exposure images using a hierarchical network framework. 74
nasa-jpl/pmapper A toolkit for high-quality image restoration using Poisson Maximum A-Posteriori and other algorithms 15
xinntao/edvr A PyTorch-based toolbox for image and video restoration and enhancement tasks 1,496
zhoudaquan/dvit_repo An implementation of Deep Vision Transformer models with modifications to improve performance by preventing attention collapse 136
cszn/ircnn This project trains deep CNN denoisers to improve image restoration tasks such as deblurring and demosaicking through model-based optimization methods. 600
kaiyangzhou/dassl.pytorch A PyTorch toolbox for supporting research and development of domain adaptation, generalization, and semi-supervised learning methods in computer vision. 1,217
zzh-tech/bit Develops a deep learning-based method for deblurring images and videos from motion blur 222
siavashbigdeli/dmsp A MATLAB implementation of an image restoration algorithm based on a deep mean-shift prior 33