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
An Ensemble Model for Distorted Images in Real Scenarios Boyu Ji Jianchang Huang Wenzhuo Huang Shuke He 31 0 0 26 Sep 2023
Image Denoising via Style Disentanglement Jingwei Niu Junting Cheng Shan Tan 19 0 0 26 Sep 2023
Data Upcycling Knowledge Distillation for Image Super-Resolution Yun-feng Zhang Wei Li Simiao Li Hanting Chen Zhaopeng Tu Wenjun Wang Bingyi Jing Hai-lin Wang Jie Hu 35 3 0 25 Sep 2023
Fill the K-Space and Refine the Image: Prompting for Dynamic and Multi-Contrast MRI Reconstruction Bingyu Xin Meng Ye L. Axel Dimitris N. Metaxas 41 14 0 25 Sep 2023
IBVC: Interpolation-driven B-frame Video Compression Chenming Xu Meiqin Liu Chao Yao Weisi Lin Yao Zhao 55 8 0 25 Sep 2023
Reconstruct-and-Generate Diffusion Model for Detail-Preserving Image Denoising Yujin Wang Lingen Li Tianfan Xue Liang Feng DiffM 27 4 0 19 Sep 2023
ExBluRF: Efficient Radiance Fields for Extreme Motion Blurred Images Dongwoo Lee Jeongtaek Oh Jaesung Rim Sung-Jin Cho Kyoung Mu Lee VGen 43 28 0 16 Sep 2023
A Multi-scale Generalized Shrinkage Threshold Network for Image Blind Deblurring in Remote Sensing Yujie Feng Yin Yang Xiaohong Fan Zhengpeng Zhang Jianping Zhang 34 2 0 14 Sep 2023
Aggregating Long-term Sharp Features via Hybrid Transformers for Video Deblurring Dongwei Ren Wei Shang Yi Yang W. Zuo ViT 19 0 0 13 Sep 2023
DEFormer: DCT-driven Enhancement Transformer for Low-light Image and Dark Vision Xiangchen Yin Zhenda Yu Xin Gao Ran Ju ViT 30 1 0 13 Sep 2023
Learning from History: Task-agnostic Model Contrastive Learning for Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu VLM 16 12 0 12 Sep 2023
Diving into Darkness: A Dual-Modulated Framework for High-Fidelity Super-Resolution in Ultra-Dark Environments Jiaxin Gao Ziyu Yue Yaohua Liu Sihan Xie Xin-Yue Fan Risheng Liu 21 3 0 11 Sep 2023
HAT: Hybrid Attention Transformer for Image Restoration Xiangyu Chen Xintao Wang Wenlong Zhang Xiangtao Kong Yu Qiao Jiantao Zhou Chao Dong 29 44 0 11 Sep 2023
Multi-view Self-supervised Disentanglement for General Image Denoising Hao Chen Chenyuan Qu Yu Zhang Chen Chen Jianbo Jiao OOD SSL 21 8 0 10 Sep 2023
Latent Degradation Representation Constraint for Single Image Deraining Yuhong He Long Peng Lu Wang Jun Cheng 33 2 0 09 Sep 2023
CNN Injected Transformer for Image Exposure Correction Shuning Xu Xiangyu Chen Binbin Song Jiantao Zhou ViT 19 6 0 08 Sep 2023
Underwater Image Enhancement by Transformer-based Diffusion Model with Non-uniform Sampling for Skip Strategy Yi Tang Takafumi Iwaguchi Hiroshi Kawasaki 26 51 0 07 Sep 2023
Prompt-based Ingredient-Oriented All-in-One Image Restoration Huiyu Gao Depeng Dang DiffM 32 12 0 06 Sep 2023
SAM-Deblur: Let Segment Anything Boost Image Deblurring Siwei Li Mingxuan Liu Yating Zhang Shu Chen Haoxiang Li Zifei Dou Hong Chen VLM 36 12 0 05 Sep 2023
Cross-Consistent Deep Unfolding Network for Adaptive All-In-One Video Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Lixu Zhang W. Zuo Deyu Meng VGen 29 2 0 04 Sep 2023
Deep Unfolding Convolutional Dictionary Model for Multi-Contrast MRI Super-resolution and Reconstruction Pengcheng Lei Faming Fang Guixu Zhang Ming Xu MedIm SupR 27 12 0 03 Sep 2023
Fearless Luminance Adaptation: A Macro-Micro-Hierarchical Transformer for Exposure Correction Gehui Li Jinyuan Liu Long Ma Zhiying Jiang Xin-Yue Fan Risheng Liu 20 6 0 02 Sep 2023
DiffBIR: Towards Blind Image Restoration with Generative Diffusion Prior X. Lin Jingwen He Zi-Yuan Chen Zhaoyang Lyu Bo Dai Ben Fei Wanli Ouyang Yu Qiao Chao Dong DiffM 32 195 0 29 Aug 2023
MetaWeather: Few-Shot Weather-Degraded Image Restoration Youngrae Kim Younggeol Cho Thanh-Tung Nguyen Seunghoon Hong Dongman Lee 27 0 0 28 Aug 2023
Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks Sixiang Chen Tian-Chun Ye Jinbin Bai Erkang Chen Jun Shi Lei Zhu 37 40 0 27 Aug 2023
MB-TaylorFormer: Multi-branch Efficient Transformer Expanded by Taylor Formula for Image Dehazing Yuwei Qiu Kaihao Zhang Chenxi Wang Wenhan Luo Hongdong Li Zhi Jin ViT 39 84 0 27 Aug 2023
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation Bin Xia Yulun Zhang Shiyin Wang Yitong Wang Xing Wu Yapeng Tian Wenming Yang Radu Timotfe Luc Van Gool DiffM VLM 39 15 0 26 Aug 2023
Diff-Retinex: Rethinking Low-light Image Enhancement with A Generative Diffusion Model Xunpeng Yi Han Xu Huan Zhang Linfeng Tang Jiayi Ma DiffM 19 102 0 25 Aug 2023
Mutual-Guided Dynamic Network for Image Fusion Yuansheng Guan Ruikang Xu Mingde Yao Lizhi Wang Zhiwei Xiong 34 17 0 24 Aug 2023
MOFA: A Model Simplification Roadmap for Image Restoration on Mobile Devices Xiangyu Chen Ruiwen Zhen Shuai Li Xiaotian Li Guanghui Wang 30 0 0 24 Aug 2023
Pixel Adaptive Deep Unfolding Transformer for Hyperspectral Image Reconstruction Miaoyu Li Ying Fu Ji Liu Yulun Zhang 32 33 0 21 Aug 2023
WMFormer++: Nested Transformer for Visible Watermark Removal via Implict Joint Learning Dong Huo Zehong Zhang Hanjing Su Guanbin Li Chaowei Fang Qingyao Wu 17 1 0 20 Aug 2023
Diffusion Models for Image Restoration and Enhancement -- A Comprehensive Survey Xin Li Yulin Ren Xin Jin Cuiling Lan X. Wang Wenjun Zeng Xinchao Wang Zhibo Chen 43 86 0 18 Aug 2023
Learning A Coarse-to-Fine Diffusion Transformer for Image Restoration Liyan Wang Qinyu Yang Cong Wang Wen Wang Jin-shan Pan Zhixun Su DiffM 37 2 0 17 Aug 2023
Dynamic Kernel-Based Adaptive Spatial Aggregation for Learned Image Compression Huairui Wang Nianxiang Fu Zhenzhong Chen Shanghui Liu 33 2 0 17 Aug 2023
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention Zhe-Cheng Fan Hongming Chen Yufeng Li ViT 20 0 0 15 Aug 2023
Towards General and Fast Video Derain via Knowledge Distillation Defang Cai Pan Mu Sixian Chan Z. Shao Cong Bai 17 0 0 10 Aug 2023
Exploring Frequency-Inspired Optimization in Transformer for Efficient Single Image Super-Resolution Ao Li Le Zhang Yun-Hai Liu Ce Zhu 33 11 0 09 Aug 2023
Score Priors Guided Deep Variational Inference for Unsupervised Real-World Single Image Denoising Junting Cheng Tao Liu Shan Tan DiffM 37 14 0 09 Aug 2023
SDLFormer: A Sparse and Dense Locality-enhanced Transformer for Accelerated MR Image Reconstruction Rahul G.S. Sriprabha Ramnarayanan Mohammad Al Fahim Keerthi Ram Preejith S.P M. Sivaprakasam ViT MedIm 21 2 0 08 Aug 2023
Under-Display Camera Image Restoration with Scattering Effect Binbin Song Xiangyu Chen Shuning Xu Jiantao Zhou 33 12 0 08 Aug 2023
Deterministic Neural Illumination Mapping for Efficient Auto-White Balance Correction Furkan Kinli Dogacan Yilmaz B. Özcan Mustafa Furkan Kıraç 27 3 0 07 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
Make Explicit Calibration Implicit: Calibrate Denoiser Instead of the Noise Model Xin Jin Jianqiang Xiao Linghao Han Chunle Guo Xialei Liu Chongyi Li Ruixun Zhang 38 3 0 07 Aug 2023
Dual Aggregation Transformer for Image Super-Resolution Zheng Chen Yulun Zhang Jinjin Gu L. Kong Xiaokang Yang Feng Yu ViT 22 167 0 07 Aug 2023
A Hybrid CNN-Transformer Architecture with Frequency Domain Contrastive Learning for Image Deraining Cheng-i Wang Wei Li 42 0 0 07 Aug 2023
Unfolding Once is Enough: A Deployment-Friendly Transformer Unit for Super-Resolution Yong Liu Hang Dong Boyang Liang Song Liu Qingji Dong Kai Chen Fangmin Chen Lean Fu Fei Wang ViT 21 12 0 05 Aug 2023
Decomposition Ascribed Synergistic Learning for Unified Image Restoration Jinghao Zhang Fengmei Zhao 21 2 0 01 Aug 2023
NeRT: Implicit Neural Representations for General Unsupervised Turbulence Mitigation Weiyun Jiang Yuhao Liu Vivek Boominathan Ashok Veeraraghavan 27 2 0 01 Aug 2023
Benchmarking Ultra-High-Definition Image Reflection Removal Zhenyuan Zhang Zhenbo Song Kaihao Zhang Wenhan Luo Zhaoxin Fan Jianfeng Lu 30 1 0 01 Aug 2023