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
Random Sub-Samples Generation for Self-Supervised Real Image Denoising Yizhong Pan Xiao Liu Xiangyu Liao Yuanzhouhan Cao Chao Ren DiffM 24 26 0 31 Jul 2023
High Dynamic Range Image Reconstruction via Deep Explicit Polynomial Curve Estimation Jiaqi Tang Xiaogang Xu Sixing Hu Yingke Chen 16 0 0 31 Jul 2023
DRAW: Defending Camera-shooted RAW against Image Manipulation Xiaoxiao Hu Qichao Ying Zhenxing Qian Sheng Li Xinpeng Zhang AAML 40 7 0 31 Jul 2023
SR-R $^2$ KAC: Improving Single Image Defocus Deblurring Peng Tang Zhiqiang Xu Pengfei Wei Xiaobin Hu Peilin Zhao Xin Cao Chunlai Zhou Tobias Lasser SupR 21 0 0 30 Jul 2023
The RoboDepth Challenge: Methods and Advancements Towards Robust Depth Estimation Lingdong Kong Yaru Niu Shaoyuan Xie Hanjiang Hu Lai Xing Ng ... Zhenyu Li Runze Chen Haiyong Luo Fang Zhao Jing Yu 31 13 0 27 Jul 2023
LLDiffusion: Learning Degradation Representations in Diffusion Models for Low-Light Image Enhancement Tao Wang Kaihao Zhang Ziqian Shao Wenhan Luo B. Stenger Tae-Kyun Kim Wei Liu Hongdong Li DiffM 34 12 0 27 Jul 2023
ESSAformer: Efficient Transformer for Hyperspectral Image Super-resolution Mingjin Zhang Chi Zhang Qiming Zhang Jie-Ru Guo Xinbo Gao Jing Zhang 13 29 0 26 Jul 2023
DFR-Net: Density Feature Refinement Network for Image Dehazing Utilizing Haze Density Difference Zhongze Wang Haitao Zhao Lujian Yao Jingchao Peng Kaijie Zhao 40 1 0 26 Jul 2023
On the unreasonable vulnerability of transformers for image restoration -- and an easy fix Shashank Agnihotri Kanchana Vaishnavi Gandikota Julia Grabinski Paramanand Chandramouli M. Keuper 32 9 0 25 Jul 2023
ICF-SRSR: Invertible scale-Conditional Function for Self-Supervised Real-world Single Image Super-Resolution Reyhaneh Neshatavar Mohsen Yavartanoo Sanghyun Son Kyoung Mu Lee 39 6 0 24 Jul 2023
ASCON: Anatomy-aware Supervised Contrastive Learning Framework for Low-dose CT Denoising Zhihao Chen Qinhan Gao Yi Zhang Hongming Shan 30 16 0 23 Jul 2023
On the Effectiveness of Spectral Discriminators for Perceptual Quality Improvement Xin Luo Yunan Zhu Shunxin Xu Dong Liu 28 11 0 22 Jul 2023
NLCUnet: Single-Image Super-Resolution Network with Hairline Details Jia Feng Yuangan Wang Fengchuang Xing SupR 26 3 0 22 Jul 2023
Simulation of Arbitrary Level Contrast Dose in MRI Using an Iterative Global Transformer Model Dayang Wang Srivathsa Pasumarthi Greg Zaharchuk R. Chamberlain MedIm 26 1 0 22 Jul 2023
Efficient Unified Demosaicing for Bayer and Non-Bayer Patterned Image Sensors Haechang Lee Dongwon Park Wongi Jeong Kijeong Kim Hyunwoo Je Dongil Ryu S. Chun 29 9 0 20 Jul 2023
Physics-Driven Turbulence Image Restoration with Stochastic Refinement Ajay Jaiswal Xingguang Zhang Stanley H. Chan Zhangyang Wang 26 21 0 20 Jul 2023
LDP: Language-driven Dual-Pixel Image Defocus Deblurring Network Hao Yang Liyuan Pan Yan Yang Richard Hartley Miaomiao Liu VLM 42 9 0 19 Jul 2023
Uncertainty-Driven Multi-Scale Feature Fusion Network for Real-time Image Deraining M. Tong Xu Yan Yongzhen Wang 20 0 0 19 Jul 2023
Division Gets Better: Learning Brightness-Aware and Detail-Sensitive Representations for Low-Light Image Enhancement Huake Wang Xiaoyang Yan Xingsong Hou Junhui Li Yujie Dun Kaibing Zhang 30 9 0 18 Jul 2023
A Novel Truncated Norm Regularization Method for Multi-channel Color Image Denoising Yiwen Shan D. Hu Zhi Wang 27 5 0 16 Jul 2023
DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Chao Wang 23 4 0 15 Jul 2023
Sampling-Priors-Augmented Deep Unfolding Network for Robust Video Compressive Sensing Yuhao Huang Gangrong Qu Youran Ge 22 0 0 14 Jul 2023
Stimulating the Diffusion Model for Image Denoising via Adaptive Embedding and Ensembling Tong Li Hansen Feng Lizhi Wang Zhiwei Xiong Huan Huang DiffM 34 1 0 08 Jul 2023
Cross-Spatial Pixel Integration and Cross-Stage Feature Fusion Based Transformer Network for Remote Sensing Image Super-Resolution Yuting Lu Lingtong Min Binglu Wang Le Zheng Xiaoxu Wang Yongqiang Zhao Teng Long 19 6 0 06 Jul 2023
Compound Attention and Neighbor Matching Network for Multi-contrast MRI Super-resolution Wenxuan Chen Sirui Wu Shuai Wang Zhong Li Jia Yang Huifeng Yao Xiao-quan Song SupR MedIm 35 1 0 05 Jul 2023
Unveiling the Potential of Spike Streams for Foreground Occlusion Removal from Densely Continuous Views Jiyuan Zhang Shiyan Chen Yajing Zheng Zhaofei Yu Tiejun Huang 3DH 33 3 0 03 Jul 2023
RBSR: Efficient and Flexible Recurrent Network for Burst Super-Resolution Ren-Rong Wu Zhilu Zhang Shuohao Zhang Hongzhi Zhang W. Zuo 21 6 0 30 Jun 2023
Spatially Varying Exposure with 2-by-2 Multiplexing: Optimality and Universality Xiangyu Qu Yiheng Chi Stanley H. Chan 22 6 0 30 Jun 2023
Toward Real Flare Removal: A Comprehensive Pipeline and A New Benchmark Z. Jin Shiqi Chen H. Feng Zhi-hai Xu Yue-ting Chen 22 2 0 28 Jun 2023
Let Segment Anything Help Image Dehaze Z. Jin Shiqi Chen Yue-ting Chen Zhi-hai Xu H. Feng VLM 19 18 0 28 Jun 2023
Adaptive Window Pruning for Efficient Local Motion Deblurring Haoying Li Jixin Zhao Shangchen Zhou H. Feng Chongyi Li Chen Change Loy ViT 23 4 0 25 Jun 2023
ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration Jiaqi Ma Tianheng Cheng Guoli Wang Qian Zhang Xinggang Wang L. Zhang DiffM VLM 14 43 0 23 Jun 2023
PromptIR: Prompting for All-in-One Blind Image Restoration Vaishnav Potlapalli Syed Waqas Zamir Salman Khan F. Khan VLM 37 91 0 22 Jun 2023
Minimalist and High-Quality Panoramic Imaging with PSF-aware Transformers Zhijie Xu Shaohua Gao Yao Gao Kailun Yang Zhonghua Yi Haowen Shi Lei Sun Kaiwei Wang 36 10 0 22 Jun 2023
1st Place Solution to MultiEarth 2023 Challenge on Multimodal SAR-to-EO Image Translation Jingi Ju Hyeoncheol Noh MinWoo Kim Dong-Geol Choi 21 0 0 22 Jun 2023
HSR-Diff:Hyperspectral Image Super-Resolution via Conditional Diffusion Models Chanyue Wu Dong Wang Hanyu Mao Ying Li DiffM 18 39 0 21 Jun 2023
HIDFlowNet: A Flow-Based Deep Network for Hyperspectral Image Denoising Li Pang Weizhen Gu Xiangyong Cao Xiangyu Rui Jiangjun Peng Shuang Xu Gang Yang Deyu Meng 17 0 0 20 Jun 2023
Exploring the Application of Large-scale Pre-trained Models on Adverse Weather Removal Zhentao Tan Yue-bo Wu Qiankun Liu Qi Chu Le Lu Jieping Ye Nenghai Yu 42 11 0 15 Jun 2023
TransMRSR: Transformer-based Self-Distilled Generative Prior for Brain MRI Super-Resolution Sha-Wo Huang Xiaohong Liu Tao Tan Menghan Hu Xiaoer Wei Ting Chen Bin Sheng SupR ViT MedIm 32 45 0 11 Jun 2023
Illumination Controllable Dehazing Network based on Unsupervised Retinex Embedding Jie Gui Xiaofeng Cong Lei He Yuan Yan Tang James T. Kwok 20 11 0 09 Jun 2023
HQ-50K: A Large-scale, High-quality Dataset for Image Restoration Qinhong Yang Dongdong Chen Zhentao Tan Qiankun Liu Qi Chu Jianmin Bao Lu Yuan Gang Hua Nenghai Yu 39 13 0 08 Jun 2023
Normalization-Equivariant Neural Networks with Application to Image Denoising Sébastien Herbreteau E. Moebel Charles Kervrann 20 9 0 08 Jun 2023
Flare7K++: Mixing Synthetic and Real Datasets for Nighttime Flare Removal and Beyond Yu Dai Chongyi Li Shangchen Zhou Ruicheng Feng Yihang Luo Chen Change Loy 25 26 0 07 Jun 2023
BokehOrNot: Transforming Bokeh Effect with Image Transformer and Lens Metadata Embedding Zhihao Yang Wenyi Lian Siyuan Lai 32 6 0 06 Jun 2023
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image Restoration Theo Adrai Guy Ohayon T. Michaeli Michael Elad DiffM 19 12 0 04 Jun 2023
Deformable Convolutions and LSTM-based Flexible Event Frame Fusion Network for Motion Deblurring Dan Yang Mehmet Yamaç 20 3 0 01 Jun 2023
Low-Light Image Enhancement with Wavelet-based Diffusion Models Hailin Jiang Ao Luo Songchen Han Haoqiang Fan Shuaicheng Liu DiffM 25 131 0 01 Jun 2023
A Unified Conditional Framework for Diffusion-based Image Restoration Y. Zhang Xiaoyu Shi Dasong Li Xiaogang Wang Jian Wang Hongsheng Li DiffM 33 22 0 31 May 2023
Enhancing image quality prediction with self-supervised visual masking Ugur Çogalan Mojtaba Bemana Hans-Peter Seidel K. Myszkowski 27 0 0 31 May 2023
Infrared Image Deturbulence Restoration Using Degradation Parameter-Assisted Wide & Deep Learning Yi Lu Yadong Wang Xingbo Jiang X. Bai 81 1 0 30 May 2023