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 / 225 papers shown

Title
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 29 6 0 29 Feb 2024
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 30 1 0 28 Feb 2024
SAM-DiffSR: Structure-Modulated Diffusion Model for Image Super-Resolution Chengcheng Wang Zhiwei Hao Yehui Tang Jianyuan Guo Yujie Yang Kai Han Yunhe Wang 38 6 0 27 Feb 2024
On normalization-equivariance properties of supervised and unsupervised denoising methods: a survey Sébastien Herbreteau Charles Kervrann OOD 24 0 0 23 Feb 2024
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 20 2 0 08 Feb 2024
Rethinking RGB Color Representation for Image Restoration Models Jaerin Lee J. Park Sungyong Baik Kyoung Mu Lee 11 1 0 05 Feb 2024
ASCNet: Asymmetric Sampling Correction Network for Infrared Image Destriping Shuai Yuan Hanlin Qin Xiang Yan Shiqi Yang Shuowen Yang Naveed Akhtar Huixin Zhou 80 4 0 28 Jan 2024
CascadedGaze: Efficiency in Global Context Extraction for Image Restoration Amirhosein Ghasemabadi Muhammad Kamran Janjua Mohammad Salameh Chunhua Zhou Fengyu Sun Di Niu 22 11 0 26 Jan 2024
Limitations of Data-Driven Spectral Reconstruction -- Optics-Aware Analysis and Mitigation Qiang Fu Matheus Souza E. Choi Suhyun Shin Seung-Hwan Baek Wolfgang Heidrich 35 0 0 08 Jan 2024
Geometric-Aware Low-Light Image and Video Enhancement via Depth Guidance Yingqi Lin Xiaogang Xu Yan Han Jiafei Wu Zhe Liu 19 0 0 26 Dec 2023
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentation Jia-Hao Wu Fu-Jen Tsai Yan-Tsung Peng Chung-Chi Tsai Chia-Wen Lin Yen-Yu Lin DiffM 16 6 0 18 Dec 2023
Tell Me What You See: Text-Guided Real-World Image Denoising E. Yosef Raja Giryes DiffM 48 2 0 15 Dec 2023
Challenges of YOLO Series for Object Detection in Extremely Heavy Rain: CALRA Simulator based Synthetic Evaluation Dataset T. Kim H. Jeon Y. Lim 8 2 0 13 Dec 2023
ReFusion: Learning Image Fusion from Reconstruction with Learnable Loss via Meta-Learning Haowen Bai Zixiang Zhao Jiangshe Zhang Yichen Wu Lilun Deng Yukun Cui Shuang Xu Baisong Jiang 28 6 0 13 Dec 2023
Super-Resolution on Rotationally Scanned Photoacoustic Microscopy Images Incorporating Scanning Prior Kai Pan Linyang Li Li Lin Pujin Cheng Junyan Lyu Lei Xi Xiaoying Tang 13 0 0 12 Dec 2023
Iterative Token Evaluation and Refinement for Real-World Super-Resolution Chaofeng Chen Shangchen Zhou Liang Liao Haoning Wu Wenxiu Sun Qiong Yan Weisi Lin 13 6 0 09 Dec 2023
Prompt-In-Prompt Learning for Universal Image Restoration Zilong Li Yiming Lei Chenglong Ma Junping Zhang Hongming Shan VLM 35 25 0 08 Dec 2023
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation Subhajit Paul Ashutosh Gupta 13 2 0 29 Nov 2023
Cross-Scope Spatial-Spectral Information Aggregation for Hyperspectral Image Super-Resolution Shi Chen Lefei Zhang Liangpei Zhang 22 13 0 29 Nov 2023
DSR-Diff: Depth Map Super-Resolution with Diffusion Model Yuan Shi Bin Xia Rui Zhu Qingmin Liao Wenming Yang DiffM 19 0 0 16 Nov 2023
Dynamic Association Learning of Self-Attention and Convolution in Image Restoration Kui Jiang Xuemei Jia Wenxin Huang Wenbin Wang Zheng Wang Junjun Jiang 20 1 0 09 Nov 2023
Zone Evaluation: Revealing Spatial Bias in Object Detection Zhaohui Zheng Yuming Chen Qibin Hou Xiang Li Ping Wang Ming-Ming Cheng ObjD 24 3 0 20 Oct 2023
Unifying Image Processing as Visual Prompting Question Answering Yihao Liu Xiangyu Chen Xianzheng Ma Xintao Wang Jiantao Zhou Yu Qiao Chao Dong MLLM 22 18 0 16 Oct 2023
IFT: Image Fusion Transformer for Ghost-free High Dynamic Range Imaging Hai-lin Wang Wei Li Yuanyuan Xi Jie Hu Hanting Chen Longyu Li Yun Wang 12 1 0 26 Sep 2023
An Ensemble Model for Distorted Images in Real Scenarios Boyu Ji Jianchang Huang Wenzhuo Huang Shuke He 24 0 0 26 Sep 2023
Reconstruct-and-Generate Diffusion Model for Detail-Preserving Image Denoising Yujin Wang Lingen Li Tianfan Xue Jinwei Gu DiffM 22 4 0 19 Sep 2023
CNN Injected Transformer for Image Exposure Correction Shuning Xu Xiangyu Chen Binbin Song Jiantao Zhou ViT 19 6 0 08 Sep 2023
Prompt-based Ingredient-Oriented All-in-One Image Restoration Huiyu Gao Depeng Dang DiffM 23 11 0 06 Sep 2023
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention Zhe-Cheng Fan Hongming Chen Yufeng Li ViT 18 0 0 15 Aug 2023
Recurrent Self-Supervised Video Denoising with Denser Receptive Field Zichun Wang Yulun Zhang Debing Zhang Ying Fu 42 8 0 07 Aug 2023
Dual Aggregation Transformer for Image Super-Resolution Zheng Chen Yulun Zhang Jinjin Gu L. Kong Xiaokang Yang F. I. F. Richard Yu ViT 11 166 0 07 Aug 2023
Random Sub-Samples Generation for Self-Supervised Real Image Denoising Yizhong Pan Xiao Liu Xiangyu Liao Yuanzhouhan Cao Chao Ren DiffM 17 25 0 31 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 21 13 0 27 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 30 9 0 25 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 6 1 0 22 Jul 2023
Physics-Driven Turbulence Image Restoration with Stochastic Refinement Ajay Jaiswal Xingguang Zhang Stanley H. Chan Zhangyang Wang 13 20 0 20 Jul 2023
Uncertainty-Driven Multi-Scale Feature Fusion Network for Real-time Image Deraining M. Tong Xu Yan Yongzhen Wang 13 0 0 19 Jul 2023
DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Chao Wang 16 4 0 15 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 25 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 25 3 0 03 Jul 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 25 6 0 06 Jun 2023
A Unified Conditional Framework for Diffusion-based Image Restoration Y. Zhang Xiaoyu Shi Dasong Li Xiaogang Wang Jian Wang Hongsheng Li DiffM 12 22 0 31 May 2023
Infrared Image Deturbulence Restoration Using Degradation Parameter-Assisted Wide & Deep Learning Yi Lu Yadong Wang Xingbo Jiang X. Bai 43 1 0 30 May 2023
High-Similarity-Pass Attention for Single Image Super-Resolution Jianmei Su Min Gan Ieee Guang-Yong Chen Senior Member Wenzhong Guo F. I. C. L. Philip Chen 27 16 0 25 May 2023
A Dive into SAM Prior in Image Restoration Zeyu Xiao Jiawang Bai Zhihe Lu Zhiwei Xiong 19 16 0 23 May 2023
Restore Anything Pipeline: Segment Anything Meets Image Restoration Jiaxi Jiang Christian Holz VLM 22 8 0 22 May 2023
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration Huiyu Gao J. Yang Ying Zhang Ning Wang Jing Yang Depeng Dang 24 18 0 09 May 2023
Gated Multi-Resolution Transfer Network for Burst Restoration and Enhancement Nancy Mehta Akshay Dudhane Subrahmanyam Murala Syed Waqas Zamir Salman Khan F. Khan 19 16 0 13 Apr 2023
CABM: Content-Aware Bit Mapping for Single Image Super-Resolution Network with Large Input Senmao Tian Ming Lu Jiaming Liu Yandong Guo Yurong Chen Shunli Zhang SupR MQ 18 11 0 13 Apr 2023