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 / 218 papers shown

Title
UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang Longxiang Tang Y. Zhang Sina Farsiu 21 0 0 10 May 2025
A review of advancements in low-light image enhancement using deep learning Fangxue Liu Lei Fan 42 0 0 09 May 2025
SSH-Net: A Self-Supervised and Hybrid Network for Noisy Image Watermark Removal Wenyang Liu Jianjun Gao Kim-Hui Yap 36 0 0 08 May 2025
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong H. Li Yue Deng ViT 29 0 0 07 May 2025
Multi-View Learning with Context-Guided Receptance for Image Denoising Binghong Chen Tingting Chai Wei Jiang Yuanrong Xu Guanglu Zhou Xiangqian Wu 38 0 0 05 May 2025
Unaligned RGB Guided Hyperspectral Image Super-Resolution with Spatial-Spectral Concordance Y. Zhang Zeqiang Lai T. Zhang Ying Fu Chenghu Zhou 40 1 0 04 May 2025
Multi-Scale Target-Aware Representation Learning for Fundus Image Enhancement Haofan Wu Yin Huang Yuqing Wu Qiuyu Yang Bingfang Wang ... Abdul Fattah Memon Daizong Ji Y. Zhang Ghulam Mustafa Yin Fang MedIm 23 0 0 03 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 32 0 0 03 May 2025
Vision Mamba in Remote Sensing: A Comprehensive Survey of Techniques, Applications and Outlook Muyi Bao Shuchang Lyu Zhaoyang Xu Huiyu Zhou Jinchang Ren Shiming Xiang X. Li Guangliang Cheng Mamba 72 0 0 01 May 2025
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image Restoration H. Wang Jing Zhang Haonan Guo Di Wang Jiayi Ma Bo Du 58 0 0 30 Apr 2025
Dual-Camera All-in-Focus Neural Radiance Fields Xianrui Luo Zijin Wu Juewen Peng Huiqiang Sun Zhiguo Cao Guosheng Lin VGen 19 0 0 23 Apr 2025
Structure-guided Diffusion Transformer for Low-Light Image Enhancement Xiangchen Yin Zhenda Yu Longtao Jiang Xin Gao Xiao Sun Zhi Liu Xun Yang DiffM 47 0 0 21 Apr 2025
MoBGS: Motion Deblurring Dynamic 3D Gaussian Splatting for Blurry Monocular Video Minh-Quan Viet Bui Jongmin Park J. P. Bello Jaeho Moon Jihyong Oh Munchurl Kim 77 0 0 21 Apr 2025
Mitigating Long-tail Distribution in Oracle Bone Inscriptions: Dataset, Model, and Benchmark Jinhao Li Z. Chen Runze Dong Tingzhu Chen C. Wang Guangtao Zhai DiffM 40 0 0 13 Apr 2025
PIDSR: Complementary Polarized Image Demosaicing and Super-Resolution Shuangfan Zhou Chu Zhou Youwei Lyu Heng Guo Zhanyu Ma Boxin Shi Imari Sato SupR 59 0 0 10 Apr 2025
Distilling Textual Priors from LLM to Efficient Image Fusion Ran Zhang Xuanhua He Ke Cao L. Liu Li Zhang Man Zhou Jie Zhang 21 0 0 09 Apr 2025
Multispectral Demosaicing via Dual Cameras SaiKiran Tedla Junyong Lee Beixuan Yang Mahmoud Afifi M. Brown 35 0 0 27 Mar 2025
Bokehlicious: Photorealistic Bokeh Rendering with Controllable Apertures Tim Seizinger Florin-Alexandru Vasluianu Marcos V. Conde Zongwei Wu Radu Timofte 44 0 0 20 Mar 2025
Vision-Language Embodiment for Monocular Depth Estimation Jinchang Zhang Guoyu Lu VLM MDE 44 0 0 18 Mar 2025
Hybrid Agents for Image Restoration Bingchen Li X. Li Yiting Lu Zhibo Chen 80 1 0 13 Mar 2025
CATANet: Efficient Content-Aware Token Aggregation for Lightweight Image Super-Resolution Xin Liu Jie Liu J. Tang Gangshan Wu SupR ViT 54 0 0 10 Mar 2025
GM-MoE: Low-Light Enhancement with Gated-Mechanism Mixture-of-Experts Minwen Liao Hao Bo Dong Xinyi Wang Ziyang Yan Yihua Shao MoE DiffM 56 0 0 10 Mar 2025
From Image- to Pixel-level: Label-efficient Hyperspectral Image Reconstruction Yihong Leng Jiaojiao Li Haitao Xu Rui Song 62 0 0 10 Mar 2025
One-Step Diffusion Model for Image Motion-Deblurring X. Liu Yuquan Wang Z. Chen Jiezhang Cao He Zhang Y. Zhang Xiaokang Yang DiffM 65 0 0 09 Mar 2025
Semantic Prior Distillation with Vision Foundation Model for Enhanced Rapid Bone Scintigraphy Image Restoration Pengchen Liang Leijun Shi Huiping Yao Bin Pu Jianguo Chen ... Z. Chen Zhaozhao Xu Lite Xu Qing Chang Yiwei Li 64 0 0 04 Mar 2025
Interactive Gadolinium-Free MRI Synthesis: A Transformer with Localization Prompt Learning Linhao Li Changhui Su Yu Guo Huimao Zhang Dong Liang K. Shang MedIm 51 0 0 03 Mar 2025
MFSR-GAN: Multi-Frame Super-Resolution with Handheld Motion Modeling Fadeel Sher Khan Joshua Ebenezer Hamid Sheikh Seok-Jun Lee 67 0 0 28 Feb 2025
HVI: A New Color Space for Low-light Image Enhancement Qingsen Yan Yixu Feng Cheng Zhang Guansong Pang Kangbiao Shi Peng Wu Wei Dong Jinqiu Sun Yanning Zhang 41 5 0 27 Feb 2025
ESIQA: Perceptual Quality Assessment of Vision-Pro-based Egocentric Spatial Images Zhirui Kuai Liu Yang Huiyu Duan Yuxing Han Guoyu Tang P. Callet 76 2 0 24 Feb 2025
Denoising as Adaptation: Noise-Space Domain Adaptation for Image Restoration Kang Liao Zongsheng Yue Zhouxia Wang Chen Change Loy 78 3 0 20 Feb 2025
Event-Based Video Frame Interpolation With Cross-Modal Asymmetric Bidirectional Motion Fields Taewoo Kim Yujeong Chae Hyun-Kurl Jang Kuk-Jin Yoon 78 33 0 20 Feb 2025
A Physics-Informed Blur Learning Framework for Imaging Systems Liqun Chen Yuxuan Li Jun Dai Jinwei Gu Tianfan Xue 65 0 0 17 Feb 2025
Prompt-SID: Learning Structural Representation Prompt via Latent Diffusion for Single-Image Denoising Huaqiu Li Wang Zhang Xiaowan Hu Tao Jiang Zikang Chen Haoqian Wang DiffM 115 0 0 10 Feb 2025
A Comprehensive Survey on Image Signal Processing Approaches for Low-Illumination Image Enhancement Muhammad Turab 51 0 0 09 Feb 2025
DeblurDiff: Real-World Image Deblurring with Generative Diffusion Models Lingshun Kong Jiawei Zhang Dongqing Zou Jimmy S. J. Ren Xiaohe Wu Jiangxin Dong Jinshan Pan DiffM 83 0 0 06 Feb 2025
All-in-One Image Compression and Restoration Huimin Zeng Jiacheng Li Ziqiang Zheng Zhiwei Xiong 83 1 0 05 Feb 2025
Deblur-Avatar: Animatable Avatars from Motion-Blurred Monocular Videos Xianrui Luo Juewen Peng Zhongang Cai Lei Yang Fan Yang Zhiguo Cao Guosheng Lin VGen 114 0 0 23 Jan 2025
Image Motion Blur Removal in the Temporal Dimension with Video Diffusion Models Wang Pang Zhihao Zhan Xiang Zhu Yechao Bai DiffM 71 1 0 22 Jan 2025
DLEN: Dual Branch of Transformer for Low-Light Image Enhancement in Dual Domains Junyu Xia Jiesong Bai Yihang Dong ViT 70 0 0 21 Jan 2025
Continual Test-Time Adaptation for Single Image Defocus Deblurring via Causal Siamese Networks Shuang Cui Yi Li Jiangmeng Li Xiongxin Tang Bing-Huang Su Fanjiang Xu Hui Xiong 51 0 0 15 Jan 2025
Realistic Noise Synthesis with Diffusion Models Qi Wu Mingyan Han Ting Jiang Chengzhi Jiang B. Zeng Man Jiang Haoqiang Fan Shuaicheng Liu DiffM 77 1 0 03 Jan 2025
Hadamard Attention Recurrent Transformer: A Strong Baseline for Stereo Matching Transformer Ziyang Chen Yongjun Zhang Wenting Li Bingshu Wang Yabo Wu Yong Zhao C. L. P. Chen 28 0 0 02 Jan 2025
Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising Y. Wang Hongyuan Wang Lizhi Wang X. Wang Lin Zhu Wanxuan Lu Hua Huang 84 1 0 21 Dec 2024
Positive2Negative: Breaking the Information-Lossy Barrier in Self-Supervised Single Image Denoising Tong Li Lizhi Wang Zhiyuan Xu Lin Zhu Wanxuan Lu Hua Huang 85 2 0 21 Dec 2024
Task-driven Image Fusion with Learnable Fusion Loss Haowen Bai Jiangshe Zhang Zixiang Zhao Yichen Wu Lilun Deng Yukun Cui Tao Feng Shuang Xu 81 0 0 04 Dec 2024
Adaptive Blind All-in-One Image Restoration David Serrano-Lozano Luis Herranz Shaolin Su Javier Vázquez-Corral VLM 92 0 0 27 Nov 2024
Complexity Experts are Task-Discriminative Learners for Any Image Restoration Eduard Zamfir Zongwei Wu Nancy Mehta Yuedong Tan Danda Pani Paudel Yulun Zhang Radu Timofte MoE 115 1 0 27 Nov 2024
GenDeg: Diffusion-based Degradation Synthesis for Generalizable All-In-One Image Restoration Sudarshan Rajagopalan Nithin Gopalakrishnan Nair Jay N. Paranjape Vishal M. Patel DiffM 90 0 0 26 Nov 2024
J-Invariant Volume Shuffle for Self-Supervised Cryo-Electron Tomogram Denoising on Single Noisy Volume Xiwei Liu Mohamad Kassab Min Xu Qirong Ho 108 0 0 22 Nov 2024
MambaIRv2: Attentive State Space Restoration Hang Guo Yong Guo Yaohua Zha Yulun Zhang W. J. Li Tao Dai Shu-Tao Xia Yawei Li Mamba 118 12 0 22 Nov 2024