Restormer: Efficient Transformer for High-Resolution Image Restoration

18 November 2021

Salman Khan

Ming-Hsuan Yang

Papers citing "Restormer: Efficient Transformer for High-Resolution Image Restoration"

50 / 939 papers shown

Title
Generalizable Denoising of Microscopy Images using Generative Adversarial Networks and Contrastive Learning Félix Fuentes-Hurtado J. Sibarita V. Viasnoff DiffM MedIm 25 2 0 27 Mar 2023
Nighttime Smartphone Reflective Flare Removal Using Optical Center Symmetry Prior Yu Dai Yihang Luo Shangchen Zhou Chongyi Li Chen Change Loy 34 20 0 27 Mar 2023
Spatially Adaptive Self-Supervised Learning for Real-World Image Denoising Junyi Li Zhilu Zhang Xiaoyu Liu Chaoyu Feng Xiaotao Wang Lei Lei W. Zuo 20 38 0 27 Mar 2023
Image Deblurring by Exploring In-depth Properties of Transformer Pengwei Liang Junjun Jiang Xianming Liu Jiayi Ma ViT 42 20 0 24 Mar 2023
WM-MoE: Weather-aware Multi-scale Mixture-of-Experts for Blind Adverse Weather Removal Yulin Luo Rui Zhao Xi Wei Jinwei Chen Yijie Lu Shenghao Xie Tianyu Wang Ruiqin Xiong Ming Lu Shanghang Zhang 31 3 0 24 Mar 2023
MSFA-Frequency-Aware Transformer for Hyperspectral Images Demosaicing Haijin Zeng Kai Feng Shaoguang Huang Jiezhang Cao Yongyong Chen Hongyan Zhang H. Luong Wilfried Philips 23 1 0 23 Mar 2023
Masked Image Training for Generalizable Deep Image Denoising Haoyu Chen Jinjin Gu Yihao Liu Salma Abdel Magid Chao Dong Qiong Wang Hanspeter Pfister Lei Zhu 27 63 0 23 Mar 2023
Learning a Practical SDR-to-HDRTV Up-conversion using New Dataset and Degradation Models Cheng Guo Leidong Fan Ziyu Xue Xiuhua Jiang 21 13 0 23 Mar 2023
Learning A Sparse Transformer Network for Effective Image Deraining Xiang Chen Hao‐Ran Li Mingqiang Li Jin-shan Pan ViT 35 214 0 21 Mar 2023
Inversion by Direct Iteration: An Alternative to Denoising Diffusion for Image Restoration M. Delbracio P. Milanfar DiffM 31 111 0 20 Mar 2023
Q-RBSA: High-Resolution 3D EBSD Map Generation Using An Efficient Quaternion Transformer Network Devendra K. Jangid Neal R. Brodnik M. Echlin T. Pollock Samantha Daly B. S. Manjunath 25 7 0 19 Mar 2023
Star-Net: Improving Single Image Desnowing Model With More Efficient Connection and Diverse Feature Interaction Jia-ju Mao Yuan Chang Xuesong Yin Binling Nie 32 1 0 17 Mar 2023
Iterative Soft Shrinkage Learning for Efficient Image Super-Resolution Jiamian Wang Huan Wang Yulun Zhang Yun Fu Zhiqiang Tao SupR 30 2 0 16 Mar 2023
Denoising Diffusion Post-Processing for Low-Light Image Enhancement Savvas Panagiotou Anna Sergeevna Bosman DiffM 30 15 0 16 Mar 2023
DiffIR: Efficient Diffusion Model for Image Restoration Bin Xia Yulun Zhang Shiyin Wang Yitong Wang Xing Wu Yapeng Tian Wenming Yang Luc Van Gool DiffM 31 196 0 16 Mar 2023
Depth-Aware Image Compositing Model for Parallax Camera Motion Blur German F. Torres Joni-Kristian Kämäräinen MDE 14 3 0 16 Mar 2023
Depth Super-Resolution from Explicit and Implicit High-Frequency Features Xin Qiao Chenyang Ge Youming Zhang Yanhui Zhou Fabio Tosi Matteo Poggi S. Mattoccia SupR MDE 29 6 0 16 Mar 2023
A Generative Model for Digital Camera Noise Synthesis M. Song Yang Zhang T. Aydin Elham Amin Mansour DisneyResearchStudios VLM 32 4 0 16 Mar 2023
Hybrid Spectral Denoising Transformer with Guided Attention Zeqiang Lai C. Yan Ying Fu 23 20 0 16 Mar 2023
Spherical Space Feature Decomposition for Guided Depth Map Super-Resolution Zixiang Zhao Jiangshe Zhang X. Gu Chengli Tan Shuang Xu Yulun Zhang Radu Timofte Luc Van Gool 16 29 0 15 Mar 2023
Multi-Exposure HDR Composition by Gated Swin Transformer Rui Zhou Y. Niu ViT 17 0 0 15 Mar 2023
SelfPromer: Self-Prompt Dehazing Transformers with Depth-Consistency Cong Wang Jin-shan Pan Wanyu Lin Jiangxin Dong Xiaomei Wu VLM MDE 31 39 0 13 Mar 2023
Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement Yuanhao Cai Hao Bian Jing Lin Haoqian Wang Radu Timofte Yulun Zhang ViT 67 202 0 12 Mar 2023
Xformer: Hybrid X-Shaped Transformer for Image Denoising Jiale Zhang Yulun Zhang Jinjin Gu Jiahua Dong L. Kong Xiaokang Yang ViT 24 28 0 11 Mar 2023
Recursive Generalization Transformer for Image Super-Resolution Zheng Chen Yulun Zhang Jinjin Gu L. Kong Xiaokang Yang ViT 21 27 0 11 Mar 2023
SANDFORMER: CNN and Transformer under Gated Fusion for Sand Dust Image Restoration Jun-Jie Shi Bingcai Wei Gang Zhou Liye Zhang ViT 25 3 0 08 Mar 2023
KBNet: Kernel Basis Network for Image Restoration Y. Zhang Dasong Li Xiaoyu Shi Dailan He Kangning Song Xiaogang Wang Hongwei Qin Hongsheng Li 91 60 0 06 Mar 2023
Efficient and Explicit Modelling of Image Hierarchies for Image Restoration Yawei Li Yuchen Fan Xiaoyu Xiang D. Demandolx Rakesh Ranjan Radu Timofte Luc Van Gool 26 173 0 01 Mar 2023
TextIR: A Simple Framework for Text-based Editable Image Restoration Yun-Hao Bai Cairong Wang Shuzhao Xie Chao Dong Chun Yuan Zhi Wang DiffM 30 15 0 28 Feb 2023
Spatial-Frequency Attention for Image Denoising Shi Guo Hongwei Yong Xindong Zhang Jianqi Ma Lei Zhang ViT AI4TS 32 15 0 27 Feb 2023
Embedding Fourier for Ultra-High-Definition Low-Light Image Enhancement Chongyi Li Chunle Guo Man Zhou Zhexin Liang Shangchen Zhou Ruicheng Feng Chen Change Loy 25 92 0 23 Feb 2023
Bridging Synthetic and Real Images: a Transferable and Multiple Consistency aided Fundus Image Enhancement Framework Erjian Guo Huazhu Fu Luping Zhou Dong Xu MedIm 35 11 0 23 Feb 2023
A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuning Jin Zhu Guang Yang Pietro Lio' ViT MedIm 32 5 0 22 Feb 2023
LIT-Former: Linking In-plane and Through-plane Transformers for Simultaneous CT Image Denoising and Deblurring Zhihao Chen Chuang Niu Qi Gao Ge Wang Hongming Shan MedIm ViT 3DV 36 20 0 21 Feb 2023
I2V: Towards Texture-Aware Self-Supervised Blind Denoising using Self-Residual Learning for Real-World Images Kanggeun Lee K. Lee Won-Ki Jeong 27 0 0 21 Feb 2023
Simulating analogue film damage to analyse and improve artefact restoration on high-resolution scans D. Ivanova John Williamson Paul Henderson 24 2 0 20 Feb 2023
Mixed Hierarchy Network for Image Restoration Huiyu Gao Depeng Dang 29 14 0 19 Feb 2023
Video Waterdrop Removal via Spatio-Temporal Fusion in Driving Scenes Qiang Wen Yue Wu Qifeng Chen 21 4 0 12 Feb 2023
A survey on facial image deblurring Bingnan Wang Fanjiang Xu Q. Zheng CVBM 27 2 0 10 Feb 2023
Revisiting Image Deblurring with an Efficient ConvNet Lingyan Ruan Mojtaba Bemana Hans-peter Seidel K. Myszkowski Bin Chen 41 12 0 04 Feb 2023
CosPGD: an efficient white-box adversarial attack for pixel-wise prediction tasks Shashank Agnihotri Steffen Jung M. Keuper AAML 34 21 0 04 Feb 2023
Towards Vision Transformer Unrolling Fixed-Point Algorithm: a Case Study on Image Restoration Peng Qiao Sidun Liu Tao Sun Ke Yang Y. Dou ViT 25 1 0 29 Jan 2023
Image Restoration with Mean-Reverting Stochastic Differential Equations Ziwei Luo Fredrik K. Gustafsson Zheng Zhao Jens Sjölund Thomas B. Schon DiffM 44 156 0 27 Jan 2023
Benchmarking Robustness in Neural Radiance Fields Chen Wang Angtian Wang Junbo Li Alan Yuille Cihang Xie 37 11 0 10 Jan 2023
Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper -- Michael Elad Bahjat Kawar Gregory Vaksman 23 72 0 09 Jan 2023
Skip-Attention: Improving Vision Transformers by Paying Less Attention Shashanka Venkataramanan Amir Ghodrati Yuki M. Asano Fatih Porikli A. Habibian ViT 18 25 0 05 Jan 2023
DLGSANet: Lightweight Dynamic Local and Global Self-Attention Networks for Image Super-Resolution Xiang Li Jin-shan Pan Jinhui Tang Jiangxin Dong 42 31 0 05 Jan 2023
Efficient Image Super-Resolution with Feature Interaction Weighted Hybrid Network Wenjie Li Juncheng Li Guangwei Gao Weihong Deng Jian Yang Guo-Jun Qi Chia-Wen Lin SupR 32 8 0 29 Dec 2022
Ultra-High-Definition Low-Light Image Enhancement: A Benchmark and Transformer-Based Method Tao Wang Kaihao Zhang Tianrun Shen Wenhan Luo B. Stenger Tong Lu 3DV ViT 37 253 0 22 Dec 2022
WavEnhancer: Unifying Wavelet and Transformer for Image Enhancement Zinuo Li Xuhang Chen Chi-Man Pun Shuqiang Wang 36 16 0 16 Dec 2022