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[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/single-image-deraining-on-test100)](https://paperswithcode.com/sota/single-image-deraining-on-test100?p=restormer-efficient-transformer-for-high)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/single-image-deraining-on-rain100h)](https://paperswithcode.com/sota/single-image-deraining-on-rain100h?p=restormer-efficient-transformer-for-high)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/single-image-deraining-on-rain100l)](https://paperswithcode.com/sota/single-image-deraining-on-rain100l?p=restormer-efficient-transformer-for-high)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/single-image-deraining-on-test1200)](https://paperswithcode.com/sota/single-image-deraining-on-test1200?p=restormer-efficient-transformer-for-high)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/single-image-deraining-on-test2800)](https://paperswithcode.com/sota/single-image-deraining-on-test2800?p=restormer-efficient-transformer-for-high)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/image-denoising-on-sidd)](https://paperswithcode.com/sota/image-denoising-on-sidd?p=restormer-efficient-transformer-for-high)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/image-denoising-on-dnd)](https://paperswithcode.com/sota/image-denoising-on-dnd?p=restormer-efficient-transformer-for-high)

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/deblurring-on-gopro)](https://paperswithcode.com/sota/deblurring-on-gopro?p=restormer-efficient-transformer-for-high)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/deblurring-on-hide-trained-on-gopro)](https://paperswithcode.com/sota/deblurring-on-hide-trained-on-gopro?p=restormer-efficient-transformer-for-high)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/deblurring-on-realblur-r-trained-on-gopro)](https://paperswithcode.com/sota/deblurring-on-realblur-r-trained-on-gopro?p=restormer-efficient-transformer-for-high)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/restormer-efficient-transformer-for-high/deblurring-on-realblur-j-trained-on-gopro)](https://paperswithcode.com/sota/deblurring-on-realblur-j-trained-on-gopro?p=restormer-efficient-transformer-for-high)



# Restormer: Efficient Transformer for High-Resolution Image Restoration (CVPR 2022 -- Oral)

[Syed Waqas Zamir](https://scholar.google.es/citations?user=WNGPkVQAAAAJ&hl=en), [Aditya Arora](https://adityac8.github.io/), [Salman Khan](https://salman-h-khan.github.io/), [Munawar Hayat](https://scholar.google.com/citations?user=Mx8MbWYAAAAJ&hl=en), [Fahad Shahbaz Khan](https://scholar.google.es/citations?user=zvaeYnUAAAAJ&hl=en), and [Ming-Hsuan Yang](https://scholar.google.com/citations?user=p9-ohHsAAAAJ&hl=en)
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