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 / 938 papers shown

Title
PDE: Gene Effect Inspired Parameter Dynamic Evolution for Low-light Image Enhancement Tong Li Lizhi Wang Hansen Feng Lin Zhu Hua Huang DiffM 19 0 0 14 May 2025
UnfoldIR: Rethinking Deep Unfolding Network in Illumination Degradation Image Restoration Chunming He Rihan Zhang Fengyang Xiao Chengyu Fang Longxiang Tang Y. Zhang Sina Farsiu 31 0 0 10 May 2025
A review of advancements in low-light image enhancement using deep learning Fangxue Liu Lei Fan 45 0 0 09 May 2025
A Preliminary Study for GPT-4o on Image Restoration Hao-Liang Yang Y. Yang Ruikun Zhang Liyuan Pan 33 0 0 08 May 2025
Score-based Self-supervised MRI Denoising Jiachen Tu Yaokun Shi Fan Lam DiffM 55 2 0 08 May 2025
SSH-Net: A Self-Supervised and Hybrid Network for Noisy Image Watermark Removal Wenyang Liu Jianjun Gao Kim-Hui Yap 40 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 43 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 48 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 44 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 28 0 0 03 May 2025
CMAWRNet: Multiple Adverse Weather Removal via a Unified Quaternion Neural Architecture V. Frants S. Agaian K. Panetta Peter Huang 41 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 87 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 63 0 0 30 Apr 2025
DPMambaIR:All-in-One Image Restoration via Degradation-Aware Prompt State Space Model Z. Liu S. Zhou Yuchao Dai Yang Wang Yisheng An Xiangmo Zhao 39 0 0 24 Apr 2025
Dual-Camera All-in-Focus Neural Radiance Fields Xianrui Luo Zijin Wu Juewen Peng Huiqiang Sun Zhiguo Cao Guosheng Lin VGen 29 0 0 23 Apr 2025
Cross Paradigm Representation and Alignment Transformer for Image Deraining Shun Zou Yi Zou J. Li Guangwei Gao Guojun Qi 35 0 0 23 Apr 2025
RouteWinFormer: A Route-Window Transformer for Middle-range Attention in Image Restoration Qifan Li Tianyi Liang Xingtao Wang Xiaopeng Fan ViT 33 0 0 23 Apr 2025
DSDNet: Raw Domain Demoiréing via Dual Color-Space Synergy Qirui Yang Fangpu Zhang Yeying Jin Qihua Cheng Pengtao Jiang Huanjing Yue Jingyu Yang 24 0 0 22 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 141 0 0 21 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
Frequency-domain Learning with Kernel Prior for Blind Image Deblurring Jixiang Sun Fei Lei Jiawei Zhang Wenxiu Sun Yujiu Yang 31 0 0 20 Apr 2025
OBIFormer: A Fast Attentive Denoising Framework for Oracle Bone Inscriptions Jinhao Li Z. Chen Tingzhu Chen Zhiji Liu C. Wang 34 0 0 18 Apr 2025
Towards Scale-Aware Low-Light Enhancement via Structure-Guided Transformer Design Wei Dong Yan Min Han Zhou Jun Chen ViT 35 0 0 18 Apr 2025
NTIRE 2025 Challenge on Day and Night Raindrop Removal for Dual-Focused Images: Methods and Results Xin Li Yeying Jin Xin Jin Zongwei Wu Bingchen Li ... Jieyuan Pei Z. Li J. Wang Haoyu Bian Haoran Sun 56 5 0 17 Apr 2025
Multiscale Tensor Summation Factorization as a New Neural Network Layer (MTS Layer) for Multidimensional Data Processing Mehmet Yamaç Muhammad Numan Yousaf S. Kiranyaz M. Gabbouj 28 1 0 17 Apr 2025
AdaQual-Diff: Diffusion-Based Image Restoration via Adaptive Quality Prompting Xin Su Chen Wu Yu Zhang Chen Lyu Zhuoran Zheng 34 0 0 17 Apr 2025
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results Lei Sun Andrea Alfarano Peiqi Duan Shaolin Su K. Wang ... Prinon Benny Himanshu Ghunawat B Sri Sairam Gautam Anett Varghese Abhishek Yadav SupR 61 5 0 16 Apr 2025
The Tenth NTIRE 2025 Image Denoising Challenge Report Lei-huan Sun Hang Guo Bin Ren Luc Van Gool Radu Timofte ... Kun Li Shengeng Tang Y. Zhang Weirun Zhou Haoxuan Lu 3DGS 41 7 0 16 Apr 2025
Learning Physics-Informed Color-Aware Transforms for Low-Light Image Enhancement Xingxing Yang Jie Chen Zaifeng Yang 32 0 0 16 Apr 2025
An Efficient and Mixed Heterogeneous Model for Image Restoration Yubin Gu Yuan Meng Kaihang Zheng Xiaoshuai Sun Jiayi Ji Weijian Ruan Liujuan Cao Rongrong Ji 25 0 0 15 Apr 2025
Efficient Medical Image Restoration via Reliability Guided Learning in Frequency Domain Pengcheng Zheng Kecheng Chen Jiaxin Huang Bohao Chen Ju Liu Yazhou Ren X. Pu MedIm 26 0 0 15 Apr 2025
VibrantLeaves: A principled parametric image generator for training deep restoration models Raphaël Achddou Y. Gousseau Saïd Ladjal Sabine Süsstrunk 28 0 0 14 Apr 2025
Pseudo-Label Guided Real-World Image De-weathering: A Learning Framework with Imperfect Supervision Heming Xu Xiaohui Liu Zhilu Zhang Hongzhi Zhang Xiaohe Wu Wangmeng Zuo 30 0 0 14 Apr 2025
The Tenth NTIRE 2025 Efficient Super-Resolution Challenge Report Bin Ren Hang Guo Lei-huan Sun Z. Wu Radu Timofte ... Dong-Hyeop Son Ui-Jin Choi Tiancheng Shao Y. Zhang Mengcheng Ma SupR 57 7 0 14 Apr 2025
Beyond Degradation Redundancy: Contrastive Prompt Learning for All-in-One Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu Liqiang Nie VLM CLL 41 0 0 14 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 42 0 0 13 Apr 2025
UniFlowRestore: A General Video Restoration Framework via Flow Matching and Prompt Guidance S. Yu Zhang Chen Wu Dianjie Lu Dianjie Lu Guijuan Zhan Yang Weng Zhuoran Zheng DiffM VGen 26 0 0 12 Apr 2025
Beyond Degradation Conditions: All-in-One Image Restoration via HOG Transformers Jiawei Wu Zhifei Yang Z. Wang Zhi Jin 22 0 0 12 Apr 2025
A Hybrid Fully Convolutional CNN-Transformer Model for Inherently Interpretable Medical Image Classification K. Djoumessi Samuel Ofosu Mensah Philipp Berens ViT MedIm 32 0 0 11 Apr 2025
X-DECODE: EXtreme Deblurring with Curriculum Optimization and Domain Equalization Sushant Gautam Jingdao Chen 24 0 0 10 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 24 0 0 09 Apr 2025
Content-Aware Transformer for All-in-one Image Restoration Gang Wu Junjun Jiang Kui Jiang Xianming Liu ViT 131 0 0 07 Apr 2025
DA2Diff: Exploring Degradation-aware Adaptive Diffusion Priors for All-in-One Weather Restoration Jiamei Xiong Xuefeng Yan Yongzhen Wang Wei Zhao Xiao-Ping Zhang Mingqiang Wei DiffM 31 0 0 07 Apr 2025
Bridging Knowledge Gap Between Image Inpainting and Large-Area Visible Watermark Removal Yicheng Leng Chaowei Fang Junye Chen Yixiang Fang Sheng Li Guanbin Li 27 0 0 07 Apr 2025
Adaptive Frequency Enhancement Network for Remote Sensing Image Semantic Segmentation Feng Gao Miao Fu Jingchao Cao Junyu Dong Q. Du 46 0 0 03 Apr 2025
DiffDenoise: Self-Supervised Medical Image Denoising with Conditional Diffusion Models Basar Demir Yikang Liu Xiao Chen Eric Z. Chen Lin Zhao Boris Mailhe Terrence Chen Shanhui Sun DiffM MedIm 47 0 0 31 Mar 2025
DiET-GS: Diffusion Prior and Event Stream-Assisted Motion Deblurring 3D Gaussian Splatting Seungjun Lee Gim Hee Lee 3DGS DiffM 49 0 0 31 Mar 2025
ControlFusion: A Controllable Image Fusion Framework with Language-Vision Degradation Prompts Linfeng Tang Yeda Wang Z. Cai Junjun Jiang Jiayi Ma 45 1 0 30 Mar 2025
VideoFusion: A Spatio-Temporal Collaborative Network for Mutli-modal Video Fusion and Restoration Linfeng Tang Y. Wang Meiqi Gong Zizhuo Li Yuxin Deng Xunpeng Yi Chunyu Li Han Xu Hao Zhang Jiayi Ma VGen 51 0 0 30 Mar 2025