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"

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Title
GLARE: Low Light Image Enhancement via Generative Latent Feature based Codebook Retrieval Han Zhou Wei Dong Xiaohong Liu Shuaicheng Liu Xiongkuo Min Guangtao Zhai Jun Chen 66 13 0 17 Jul 2024
GRIDS: Grouped Multiple-Degradation Restoration with Image Degradation Similarity Shuo Cao Yihao Liu Wenlong Zhang Yu Qiao Chao Dong 44 4 0 17 Jul 2024
Hierarchical Separable Video Transformer for Snapshot Compressive Imaging Ping Wang Yulun Zhang Lishun Wang Xin Yuan ViT 31 1 0 16 Jul 2024
Haze-Aware Attention Network for Single-Image Dehazing L. Tong Yun-Peng Liu Weijia Li Liyuan Chen Erkang Chen 50 6 0 16 Jul 2024
MoE-DiffIR: Task-customized Diffusion Priors for Universal Compressed Image Restoration Yulin Ren Xin Li Bingchen Li Xingrui Wang Mengxi Guo Shijie Zhao Li Zhang Zhibo Chen DiffM 43 7 0 15 Jul 2024
Restore-RWKV: Efficient and Effective Medical Image Restoration with RWKV Zhiwen Yang Hui Zhang Dan Zhao Bingzheng Wei Bingzheng Wei Yan Xu MedIm 53 11 0 14 Jul 2024
Restoring Images in Adverse Weather Conditions via Histogram Transformer Shangquan Sun Wenqi Ren Xinwei Gao Rui Wang Xiaochun Cao 39 20 0 14 Jul 2024
Beyond Image Prior: Embedding Noise Prior into Conditional Denoising Transformer Yuanfei Huang Hua Huang ViT 45 1 0 12 Jul 2024
Exploring Richer and More Accurate Information via Frequency Selection for Image Restoration Hu Gao Depeng Dang 43 1 0 12 Jul 2024
Randomness Helps Rigor: A Probabilistic Learning Rate Scheduler Bridging Theory and Deep Learning Practice Dahlia Devapriya Thulasi Tholeti Janani Suresh Sheetal Kalyani 40 0 0 10 Jul 2024
CAPformer: Compression-Aware Pre-trained Transformer for Low-Light Image Enhancement Wei Wang Zhi Jin 27 1 0 09 Jul 2024
Asymmetric Mask Scheme for Self-Supervised Real Image Denoising Xiangyu Liao Tianheng Zheng Jiayu Zhong Pingping Zhang Chao Ren 41 3 0 09 Jul 2024
HiT-SR: Hierarchical Transformer for Efficient Image Super-Resolution Xiang Zhang Yulun Zhang Fisher Yu 50 15 0 08 Jul 2024
Heterogeneous window transformer for image denoising Chunwei Tian Menghua Zheng Chia-Wen Lin Zhiwu Li David C. Zhang ViT 37 14 0 08 Jul 2024
Dynamic Neural Radiance Field From Defocused Monocular Video Xianrui Luo Huiqiang Sun Juewen Peng Zhiguo Cao VGen 54 2 0 08 Jul 2024
OneRestore: A Universal Restoration Framework for Composite Degradation Yu Guo Yuan Gao Yuxu Lu Huilin Zhu R. W. Liu Shengfeng He DiffM 44 24 0 05 Jul 2024
Diff-Restorer: Unleashing Visual Prompts for Diffusion-based Universal Image Restoration Yuhong Zhang Hengsheng Zhang Xinning Chai Zhengxue Cheng Rong Xie Li-Na Song Wenjun Zhang DiffM 48 4 0 04 Jul 2024
BeNeRF: Neural Radiance Fields from a Single Blurry Image and Event Stream Wenpu Li Pian Wan Peng Wang Jinghang Li Yi Zhou Peidong Liu 60 6 0 02 Jul 2024
DiffIR2VR-Zero: Zero-Shot Video Restoration with Diffusion-based Image Restoration Models Chang-Han Yeh Chin-Yang Lin Zhixiang Wang Chi-Wei Hsiao Ting-Hsuan Chen Hau-Shiang Shiu Yu-Lun Liu VGen DiffM 57 5 0 01 Jul 2024
Instruct-IPT: All-in-One Image Processing Transformer via Weight Modulation Yuchuan Tian Jianhong Han Hanting Chen Yuanyuan Xi Guoyang Zhang Jie Hu Chao Xu Yunhe Wang ViT VLM 36 7 0 30 Jun 2024
Generative Iris Prior Embedded Transformer for Iris Restoration Yubo Huang Jia Wang Peipei Li Liuyu Xiang Peigang Li Zhaofeng He ViT 32 1 0 28 Jun 2024
Vision Transformer with Key-select Routing Attention for Single Image Dehazing L. Tong Weijia Li Qingxia Yang Liyuan Chen Peng Chen 47 0 0 28 Jun 2024
ConStyle v2: A Strong Prompter for All-in-One Image Restoration Dongqi Fan Junhao Zhang Liang Chang VLM 34 2 0 26 Jun 2024
MFDNet: Multi-Frequency Deflare Network for Efficient Nighttime Flare Removal Yiguo Jiang Xuhang Chen Chi-Man Pun Shuqiang Wang Wei Feng 21 11 0 26 Jun 2024
Suppressing Uncertainties in Degradation Estimation for Blind Super-Resolution Junxiong Lin Zeng Tao Xuan Tong Xinji Mai Haoran Wang ... Jiawen Yu Yuxuan Lin Shaoqi Yan Shuyong Gao Wenqiang Zhang 40 3 0 24 Jun 2024
Zero-Shot Image Denoising for High-Resolution Electron Microscopy Xuanyu Tian Zhuoya Dong Xiyue Lin Yue Gao Hongjiang Wei Yanhang Ma Jingyi Yu Yuyao Zhang 39 0 0 20 Jun 2024
Stability and Generalizability in SDE Diffusion Models with Measure-Preserving Dynamics Weitong Zhang Chengqi Zang Liu Li Sarah Cechnicka Cheng Ouyang Bernhard Kainz DiffM 28 2 0 19 Jun 2024
ECAFormer: Low-light Image Enhancement using Cross Attention Yudi Ruan Hao Ma Weikai Li Xiao Wang 50 0 0 19 Jun 2024
LFMamba: Light Field Image Super-Resolution with State Space Model Wang xia Yao Lu Shunzhou Wang Ziqi Wang Peiqi Xia Tianfei Zhou Mamba 51 4 0 18 Jun 2024
Video Frame Interpolation for Polarization via Swin-Transformer Feng Huang Xin Zhang Yixuan Xu Xuesong Wang Xianyu Wu 32 0 0 17 Jun 2024
A Dictionary Based Approach for Removing Out-of-Focus Blur Uditangshu Aurangabadkar Anil C. Kokaram 39 0 0 17 Jun 2024
Technique Report of CVPR 2024 PBDL Challenges Ying Fu Yu Li Shaodi You Boxin Shi Linwei Chen ... Songyin Dai Sen Jia Junpei Zhang Puhua Chen Qihang Li 46 0 0 15 Jun 2024
MDeRainNet: An Efficient Neural Network for Rain Streak Removal from Macro-pixel Images Tao Yan Weijiang He Chenglong Wang Xiangjie Zhu Yinghui Wang Rynson W. H. Lau 43 0 0 15 Jun 2024
RSEND: Retinex-based Squeeze and Excitation Network with Dark Region Detection for Efficient Low Light Image Enhancement Jingcheng Li Ye Qiao Haocheng Xu Sitao Huang 70 0 0 14 Jun 2024
RobustSAM: Segment Anything Robustly on Degraded Images Wei-Ting Chen Yu-Jiet Vong Sy-Yen Kuo Sizhuo Ma Jian Wang VLM 51 10 0 13 Jun 2024
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Xintian Mao Qingli Li Yan Wang 50 15 0 13 Jun 2024
AMSA-UNet: An Asymmetric Multiple Scales U-net Based on Self-attention for Deblurring Yingying Wang 42 0 0 13 Jun 2024
Hybrid Spatial-spectral Neural Network for Hyperspectral Image Denoising Hao Liang Chengjie Kun Li Xin Tian 36 1 0 13 Jun 2024
LayeredDoc: Domain Adaptive Document Restoration with a Layer Separation Approach Maria Pilligua Nil Biescas Javier Vazquez-Corral Josep Lladós Ernest Valveny Sanket Biswas 38 1 0 12 Jun 2024
PixMamba: Leveraging State Space Models in a Dual-Level Architecture for Underwater Image Enhancement Wei-Tung Lin Yong-Xiang Lin Jyun-Wei Chen Kai-Lung Hua Mamba 31 5 0 12 Jun 2024
DDR: Exploiting Deep Degradation Response as Flexible Image Descriptor Juncheng Wu Zhangkai Ni Hanli Wang Wenhan Yang Yuyin Zhou Shiqi Wang 46 1 0 12 Jun 2024
Diffusion-Promoted HDR Video Reconstruction Yuanshen Guan Ruikang Xu Mingde Yao Ruisheng Gao Lizhi Wang Zhiwei Xiong 48 2 0 12 Jun 2024
From Sim-to-Real: Toward General Event-based Low-light Frame Interpolation with Per-scene Optimization Ziran Zhang Yongrui Ma Yueting Chen Feng Zhang Liang Feng Tianfan Xue Shi Guo 35 3 0 12 Jun 2024
DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS Camera Senyan Xu Zhijing Sun Jiaying Zhu Yurui Zhu Xueyang Fu Zheng-Jun Zha 36 3 0 12 Jun 2024
Beware of Aliases -- Signal Preservation is Crucial for Robust Image Restoration Shashank Agnihotri Julia Grabinski Janis Keuper M. Keuper 39 5 0 11 Jun 2024
MIPI 2024 Challenge on Few-shot RAW Image Denoising: Methods and Results Xin Jin Chunle Guo Xiaoming Li Zongsheng Yue Chongyi Li ... Jiahao Qin Bingjie Han Pinle Qin Rui Chai Pengyuan Wang 45 0 0 11 Jun 2024
A Semantic-Aware and Multi-Guided Network for Infrared-Visible Image Fusion Xiaoli Zhang Liying Wang Libo Zhao Xiongfei Li Siwei Ma 42 0 0 11 Jun 2024
2DQuant: Low-bit Post-Training Quantization for Image Super-Resolution Kai Liu Haotong Qin Yong Guo Xin Yuan Linghe Kong Guihai Chen Yulun Zhang MQ 35 5 0 10 Jun 2024
HDMba: Hyperspectral Remote Sensing Imagery Dehazing with State Space Model Hang Fu Genyun Sun Yinhe Li Jinchang Ren A. Zhang Cheng Jing Pedram Ghamisi 62 3 0 09 Jun 2024
LLEMamba: Low-Light Enhancement via Relighting-Guided Mamba with Deep Unfolding Network Xuanqi Zhang Haijin Zeng Jinwang Pan Qiangqiang Shen Yongyong Chen Mamba 44 5 0 03 Jun 2024