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Restormer: Efficient Transformer for High-Resolution Image Restoration

Restormer: Efficient Transformer for High-Resolution Image Restoration

18 November 2021
Syed Waqas Zamir
Aditya Arora
Salman Khan
Munawar Hayat
Fahad Shahbaz Khan
Ming-Hsuan Yang
    ViT
ArXivPDFHTML

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

50 / 942 papers shown
Title
CPA-Enhancer: Chain-of-Thought Prompted Adaptive Enhancer for Object
  Detection under Unknown Degradations
CPA-Enhancer: Chain-of-Thought Prompted Adaptive Enhancer for Object Detection under Unknown Degradations
Yuwei Zhang
Yan Wu
Yanming Liu
Xinyue Peng
51
5
0
17 Mar 2024
Strong and Controllable Blind Image Decomposition
Strong and Controllable Blind Image Decomposition
Zeyu Zhang
Junlin Han
Chenhui Gou
Hongdong Li
Liang Zheng
41
1
0
15 Mar 2024
PASTA: Towards Flexible and Efficient HDR Imaging Via Progressively
  Aggregated Spatio-Temporal Alignment
PASTA: Towards Flexible and Efficient HDR Imaging Via Progressively Aggregated Spatio-Temporal Alignment
Xiaoning Liu
Ao Li
Zongwei Wu
Yapeng Du
Le Zhang
Yulun Zhang
Radu Timofte
Ce Zhu
46
2
0
15 Mar 2024
How Powerful Potential of Attention on Image Restoration?
How Powerful Potential of Attention on Image Restoration?
Cong Wang
Jinshan Pan
Yeying Jin
Liyan Wang
Wei Wang
Gang Fu
Wenqi Ren
Xiaochun Cao
ViT
28
1
0
15 Mar 2024
BlindDiff: Empowering Degradation Modelling in Diffusion Models for
  Blind Image Super-Resolution
BlindDiff: Empowering Degradation Modelling in Diffusion Models for Blind Image Super-Resolution
Feng Li
Yixuan Wu
Zichao Liang
Runmin Cong
H. Bai
Yao-Min Zhao
Meng Wang
DiffM
46
1
0
15 Mar 2024
DyBluRF: Dynamic Neural Radiance Fields from Blurry Monocular Video
DyBluRF: Dynamic Neural Radiance Fields from Blurry Monocular Video
Huiqiang Sun
Xingyi Li
Liao Shen
Xinyi Ye
Ke Xian
Zhiguo Cao
VGen
27
8
0
15 Mar 2024
PQDynamicISP: Dynamically Controlled Image Signal Processor for Any
  Image Sensors Pursuing Perceptual Quality
PQDynamicISP: Dynamically Controlled Image Signal Processor for Any Image Sensors Pursuing Perceptual Quality
Masakazu Yoshimura
Junji Otsuka
Takeshi Ohashi
37
2
0
15 Mar 2024
Hybrid Convolutional and Attention Network for Hyperspectral Image
  Denoising
Hybrid Convolutional and Attention Network for Hyperspectral Image Denoising
Shuai Hu
Feng Gao
Xiaowei Zhou
Junyu Dong
Q. Du
29
25
0
15 Mar 2024
EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba
EfficientVMamba: Atrous Selective Scan for Light Weight Visual Mamba
Xiaohuan Pei
Tao Huang
Chang Xu
Mamba
27
89
0
15 Mar 2024
NightHaze: Nighttime Image Dehazing via Self-Prior Learning
NightHaze: Nighttime Image Dehazing via Self-Prior Learning
Beibei Lin
Yeying Jin
Wending Yan
Wei Ye
Yuan. Yuan
Robby T. Tan
35
6
0
12 Mar 2024
Gabor-guided transformer for single image deraining
Gabor-guided transformer for single image deraining
Sijin He
Guangfeng Lin
ViT
44
0
0
12 Mar 2024
Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic
  Architecture
Frequency Decoupling for Motion Magnification via Multi-Level Isomorphic Architecture
Fei Wang
Dan Guo
Kun Li
Zhun Zhong
Mengqing Wang
42
16
0
12 Mar 2024
Efficient Diffusion Model for Image Restoration by Residual Shifting
Efficient Diffusion Model for Image Restoration by Residual Shifting
Zongsheng Yue
Jianyi Wang
Chen Change Loy
DiffM
32
36
0
12 Mar 2024
Continual All-in-One Adverse Weather Removal with Knowledge Replay on a
  Unified Network Structure
Continual All-in-One Adverse Weather Removal with Knowledge Replay on a Unified Network Structure
De-Chun Cheng
Yanling Ji
Dong Gong
Yan Li
Nannan Wang
Junwei Han
Dingwen Zhang
CLL
36
12
0
12 Mar 2024
Boosting Image Restoration via Priors from Pre-trained Models
Boosting Image Restoration via Priors from Pre-trained Models
Xiaogang Xu
Shu Kong
Tao Hu
Zhe Liu
Ruixing Wang
VLM
DiffM
41
2
0
11 Mar 2024
Generalizing to Out-of-Sample Degradations via Model Reprogramming
Generalizing to Out-of-Sample Degradations via Model Reprogramming
Runhua Jiang
Yahong Han
DiffM
OODD
39
0
0
09 Mar 2024
Segmentation Guided Sparse Transformer for Under-Display Camera Image Restoration
Segmentation Guided Sparse Transformer for Under-Display Camera Image Restoration
Jingyun Xue
Tao Wang
Jun Wang
Kaihao Zhang
ViT
51
2
0
09 Mar 2024
Out of the Room: Generalizing Event-Based Dynamic Motion Segmentation
  for Complex Scenes
Out of the Room: Generalizing Event-Based Dynamic Motion Segmentation for Complex Scenes
Stamatios Georgoulis
Weining Ren
Alfredo Bochicchio
Daniel Eckert
Yuanyou Li
Abel Gawel
39
6
0
07 Mar 2024
Learning to Remove Wrinkled Transparent Film with Polarized Prior
Learning to Remove Wrinkled Transparent Film with Polarized Prior
Jiaqi Tang
Ruizheng Wu
Xiaogang Xu
Sixing Hu
Ying-Cong Chen
31
0
0
07 Mar 2024
CrackNex: a Few-shot Low-light Crack Segmentation Model Based on Retinex
  Theory for UAV Inspections
CrackNex: a Few-shot Low-light Crack Segmentation Model Based on Retinex Theory for UAV Inspections
Zhen Yao
Jiawei Xu
Shuhang Hou
Mooi Choo Choo Chuah
34
10
0
05 Mar 2024
A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid
  Transformer and Contrastive Learning
A Unified Framework for Microscopy Defocus Deblur with Multi-Pyramid Transformer and Contrastive Learning
Yuelin Zhang
Pengyu Zheng
Wanquan Yan
Chengyu Fang
Shing Shin Cheng
MedIm
48
8
0
05 Mar 2024
Zero-Reference Lighting Estimation Diffusion Model for Low-Light Image Enhancement
Zero-Reference Lighting Estimation Diffusion Model for Low-Light Image Enhancement
Jinhong He
Minglong Xue
Zhipu Liu
Chengyun Song
DiffM
48
2
0
05 Mar 2024
Explicit Motion Handling and Interactive Prompting for Video Camouflaged Object Detection
Explicit Motion Handling and Interactive Prompting for Video Camouflaged Object Detection
Xin Zhang
Tao Xiao
Gepeng Ji
Xuan Wu
Keren Fu
Qijun Zhao
57
2
0
04 Mar 2024
Learning A Physical-aware Diffusion Model Based on Transformer for
  Underwater Image Enhancement
Learning A Physical-aware Diffusion Model Based on Transformer for Underwater Image Enhancement
Chen Zhao
Chenyu Dong
Weiling Cai
46
11
0
03 Mar 2024
LUM-ViT: Learnable Under-sampling Mask Vision Transformer for Bandwidth
  Limited Optical Signal Acquisition
LUM-ViT: Learnable Under-sampling Mask Vision Transformer for Bandwidth Limited Optical Signal Acquisition
Lingfeng Liu
Dong Ni
Hangjie Yuan
ViT
35
0
0
03 Mar 2024
Diff-Plugin: Revitalizing Details for Diffusion-based Low-level Tasks
Diff-Plugin: Revitalizing Details for Diffusion-based Low-level Tasks
Yuhao Liu
Zhanghan Ke
Fang Liu
Nanxuan Zhao
Rynson W. H. Lau
DiffM
35
19
0
01 Mar 2024
Navigating Beyond Dropout: An Intriguing Solution Towards Generalizable
  Image Super Resolution
Navigating Beyond Dropout: An Intriguing Solution Towards Generalizable Image Super Resolution
Hongjun Wang
Jiyuan Chen
Yinqiang Zheng
Tieyong Zeng
OOD
41
2
0
29 Feb 2024
A Simple yet Effective Network based on Vision Transformer for
  Camouflaged Object and Salient Object Detection
A Simple yet Effective Network based on Vision Transformer for Camouflaged Object and Salient Object Detection
Chao Hao
Zitong Yu
Xin Liu
Jun Xu
Huanjing Yue
Jingyu Yang
ViT
35
6
0
29 Feb 2024
NiteDR: Nighttime Image De-Raining with Cross-View Sensor Cooperative
  Learning for Dynamic Driving Scenes
NiteDR: Nighttime Image De-Raining with Cross-View Sensor Cooperative Learning for Dynamic Driving Scenes
Cidan Shi
Lihuang Fang
Han Wu
Xiaoyu Xian
Yukai Shi
Liang Lin
37
1
0
28 Feb 2024
Learning to Deblur Polarized Images
Learning to Deblur Polarized Images
Chu Zhou
Minggui Teng
Xinyu Zhou
Chao Xu
Boxin Shi
Boxin Shi
30
2
0
28 Feb 2024
SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution
SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution
Chengcheng Wang
Zhiwei Hao
Yehui Tang
Jianyuan Guo
Yujie Yang
Kai Han
Yunhe Wang
40
6
0
27 Feb 2024
Diving Deep into Regions: Exploiting Regional Information Transformer
  for Single Image Deraining
Diving Deep into Regions: Exploiting Regional Information Transformer for Single Image Deraining
Baiang Li
Zhao Zhang
Huan Zheng
Xiaogang Xu
Yanyan Wei
Jingyi Zhang
Jicong Fan
Meng Wang
40
0
0
25 Feb 2024
Learning to See Through Dazzle
Learning to See Through Dazzle
Xiaopeng Peng
Erin F. Fleet
A. Watnik
Grover A. Swartzlander
GAN
AAML
34
4
0
24 Feb 2024
IRConStyle: Image Restoration Framework Using Contrastive Learning and
  Style Transfer
IRConStyle: Image Restoration Framework Using Contrastive Learning and Style Transfer
Dongqi Fan
Xin Zhao
Liang Chang
32
1
0
24 Feb 2024
MambaIR: A Simple Baseline for Image Restoration with State-Space Model
MambaIR: A Simple Baseline for Image Restoration with State-Space Model
Hang Guo
Jinmin Li
Tao Dai
Zhihao Ouyang
Xudong Ren
Shu-Tao Xia
Mamba
58
202
0
23 Feb 2024
On normalization-equivariance properties of supervised and unsupervised
  denoising methods: a survey
On normalization-equivariance properties of supervised and unsupervised denoising methods: a survey
Sébastien Herbreteau
Charles Kervrann
OOD
43
0
0
23 Feb 2024
HINT: High-quality INPainting Transformer with Mask-Aware Encoding and
  Enhanced Attention
HINT: High-quality INPainting Transformer with Mask-Aware Encoding and Enhanced Attention
Shuang Chen
Amir Atapour-Abarghouei
Hubert P. H. Shum
ViT
43
12
0
22 Feb 2024
A unified framework of non-local parametric methods for image denoising
A unified framework of non-local parametric methods for image denoising
Sébastien Herbreteau
Charles Kervrann
19
0
0
21 Feb 2024
3D Kinematics Estimation from Video with a Biomechanical Model and
  Synthetic Training Data
3D Kinematics Estimation from Video with a Biomechanical Model and Synthetic Training Data
Zhi-Yi Lin
Bofan Lyu
Judith Cueto Fernandez
Eline van der Kruk
Ajay Seth
Xucong Zhang
3DH
37
2
0
20 Feb 2024
Pan-Mamba: Effective pan-sharpening with State Space Model
Pan-Mamba: Effective pan-sharpening with State Space Model
Xuanhua He
Ke Cao
K. Yan
Rui Li
Chengjun Xie
Jie Zhang
Man Zhou
Mamba
60
63
0
19 Feb 2024
Robustness and Exploration of Variational and Machine Learning
  Approaches to Inverse Problems: An Overview
Robustness and Exploration of Variational and Machine Learning Approaches to Inverse Problems: An Overview
Alexander Auras
Kanchana Vaishnavi Gandikota
Hannah Droege
Michael Moeller
AAML
31
0
0
19 Feb 2024
SAMformer: Unlocking the Potential of Transformers in Time Series
  Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention
SAMformer: Unlocking the Potential of Transformers in Time Series Forecasting with Sharpness-Aware Minimization and Channel-Wise Attention
Romain Ilbert
Ambroise Odonnat
Vasilii Feofanov
Aladin Virmaux
Giuseppe Paolo
Themis Palpanas
I. Redko
AI4TS
52
23
0
15 Feb 2024
Color Image Denoising Using The Green Channel Prior
Color Image Denoising Using The Green Channel Prior
Zhaoming Kong
Xiaowei Yang
36
0
0
13 Feb 2024
Spatially-Attentive Patch-Hierarchical Network with Adaptive Sampling
  for Motion Deblurring
Spatially-Attentive Patch-Hierarchical Network with Adaptive Sampling for Motion Deblurring
Maitreya Suin
Kuldeep Purohit
A. N. Rajagopalan
27
0
0
09 Feb 2024
You Only Need One Color Space: An Efficient Network for Low-light Image
  Enhancement
You Only Need One Color Space: An Efficient Network for Low-light Image Enhancement
Qingsen Yan
Yixu Feng
Cheng Zhang
Pei Wang
Peng Wu
Wei Dong
Jinqiu Sun
Yanning Zhang
48
27
0
08 Feb 2024
UAV-Rain1k: A Benchmark for Raindrop Removal from UAV Aerial Imagery
UAV-Rain1k: A Benchmark for Raindrop Removal from UAV Aerial Imagery
Wenhui Chang
Hongming Chen
Xin He
Xiang Chen
Liangduo Shen
27
6
0
08 Feb 2024
Descanning: From Scanned to the Original Images with a Color Correction
  Diffusion Model
Descanning: From Scanned to the Original Images with a Color Correction Diffusion Model
Junghun Cha
Ali Haider
Seoyun Yang
Hoeyeong Jin
Subin Yang
A. Uddin
Jaehyoung Kim
Soo Ye Kim
Sung-Ho Bae
DiffM
33
2
0
08 Feb 2024
Dual-Path Coupled Image Deraining Network via Spatial-Frequency
  Interaction
Dual-Path Coupled Image Deraining Network via Spatial-Frequency Interaction
Yuhong He
Aiwen Jiang
Lingfang Jiang
Zhifeng Wang
Lu Wang
16
2
0
07 Feb 2024
Troublemaker Learning for Low-Light Image Enhancement
Troublemaker Learning for Low-Light Image Enhancement
Yinghao Song
Zhiyuan Cao
Wanhong Xiang
Sifan Long
Bo Yang
H. Ge
Yanchun Liang
Chunguo Wu
32
0
0
07 Feb 2024
See More Details: Efficient Image Super-Resolution by Experts Mining
See More Details: Efficient Image Super-Resolution by Experts Mining
Eduard Zamfir
Zongwei Wu
Nancy Mehta
Yulun Zhang
Radu Timofte
SupR
48
10
0
05 Feb 2024
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