Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring

22 November 2022

Papers citing "Efficient Frequency Domain-based Transformers for High-Quality Image Deblurring"

50 / 68 papers shown

Title
Image Restoration via Multi-domain Learning Xingyu Jiang Ning Gao Xiuhui Zhang Hongkun Dou Shaowen Fu Xiaoqing Zhong Hao Li Yue Deng ViT 43 0 0 07 May 2025
Frequency-Integrated Transformer for Arbitrary-Scale Super-Resolution Qing Guo Fei Ge Jinchen Zhu M. Zhang Qi Wu Jifeng Ren Shizhuang Weng 38 0 0 26 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
Frequency-domain Learning with Kernel Prior for Blind Image Deblurring Jixiang Sun Fei Lei Jiawei Zhang Wenxiu Sun Yujiu Yang 33 0 0 20 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 Zheng Li J. Wang Haoyu Bian Haoran Sun 59 5 0 17 Apr 2025
Beyond Degradation Conditions: All-in-One Image Restoration via HOG Transformers Jiawei Wu Zhifei Yang Z. Wang Zhi Jin 27 0 0 12 Apr 2025
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image Restoration Shihao Zhou Dayu Li Jinshan Pan Juncheng Zhou Jinglei Shi Jufeng Yang 56 0 0 26 Mar 2025
SIR-DIFF: Sparse Image Sets Restoration with Multi-View Diffusion Model Yucheng Mao Boyang Wang Nilesh Kulkarni Jeong Joon Park DiffM 58 0 0 18 Mar 2025
SpaceVLLM: Endowing Multimodal Large Language Model with Spatio-Temporal Video Grounding Capability Jiankang Wang Zhihan Zhang Zhihang Liu Yongqian Li Jiannan Ge Hongtao Xie Yongdong Zhang 60 0 0 18 Mar 2025
From Zero to Detail: Deconstructing Ultra-High-Definition Image Restoration from Progressive Spectral Perspective C. Zhao Z. Chen Yunzhe Xu Enxuan Gu Jian Li Zili Yi Qian Wang Jian Yang Ying Tai 92 0 0 17 Mar 2025
FourierSR: A Fourier Token-based Plugin for Efficient Image Super-Resolution Wenjie Li Heng Guo Yuefeng Hou Zhanyu Ma 34 0 0 13 Mar 2025
Dual-domain Modulation Network for Lightweight Image Super-Resolution Wenjie Li Heng Guo Yuefeng Hou Guangwei Gao Zhanyu Ma SupR 64 0 0 13 Mar 2025
MP-HSIR: A Multi-Prompt Framework for Universal Hyperspectral Image Restoration Zhehui Wu Yong Chen Naoto Yokoya Wei He 55 0 0 12 Mar 2025
Adaptive Identification of Blurred Regions for Accurate Image Deblurring Hu Gao Depeng Dang 44 0 0 28 Feb 2025
Towards Differential Handling of Various Blur Regions for Accurate Image Deblurring Hu Gao Depeng Dang 53 0 0 27 Feb 2025
UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic Graphs Yuanyuan Xu Wenjie Zhang Xuemin Lin Yuhang Zhang AI4TS 39 0 0 23 Feb 2025
A Physics-Informed Blur Learning Framework for Imaging Systems Liqun Chen Yuxuan Li Jun Dai Liang Feng Tianfan Xue 70 0 0 17 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 87 0 0 06 Feb 2025
BD-Diff: Generative Diffusion Model for Image Deblurring on Unknown Domains with Blur-Decoupled Learning Junhao Cheng Wei-Ting Chen Xi Lu Ming-Hsuan Yang DiffM 60 0 0 03 Feb 2025
Complementary Advantages: Exploiting Cross-Field Frequency Correlation for NIR-Assisted Image Denoising Yixuan Wang Hongyuan Wang Lizhi Wang Xinyu Wang Lin Zhu Wanxuan Lu Hua Huang 84 1 0 21 Dec 2024
FSTA-SNN:Frequency-based Spatial-Temporal Attention Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Hongwei Wang Qi Xu 36 2 0 15 Dec 2024
XYScanNet: A State Space Model for Single Image Deblurring Hanzhou Liu Chengkai Liu Jiacong Xu Peng Jiang Mi Lu Mamba 90 0 0 13 Dec 2024
FoundIR: Unleashing Million-scale Training Data to Advance Foundation Models for Image Restoration Hao Li Xiang Chen Jiangxin Dong Jinhui Tang Jinshan Pan 70 2 0 02 Dec 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 178 1 0 27 Nov 2024
Multi-scale Frequency Enhancement Network for Blind Image Deblurring Yawen Xiang Heng Zhou Chengyang Li Zhongbo Li Yongqiang Xie 36 0 0 11 Nov 2024
Dropout the High-rate Downsampling: A Novel Design Paradigm for UHD Image Restoration Chen Wu Ling Wang Long Peng Dianjie Lu Zhuoran Zheng 39 0 0 10 Nov 2024
A Modular Conditional Diffusion Framework for Image Reconstruction Magauiya Zhussip Iaroslav Koshelev Stamatis Lefkimmiatis DiffM 33 0 0 08 Nov 2024
Effective Diffusion Transformer Architecture for Image Super-Resolution Kun Cheng Lei Yu Zhijun Tu Xiao He Liyu Chen Yong Guo Mingrui Zhu Nannan Wang Xinbo Gao Jie Hu 37 0 0 29 Sep 2024
F2former: When Fractional Fourier Meets Deep Wiener Deconvolution and Selective Frequency Transformer for Image Deblurring Subhajit Paul Sahil Kumawat Ashutosh Gupta Deepak Mishra 31 2 0 03 Sep 2024
A Hybrid Transformer-Mamba Network for Single Image Deraining Shangquan Sun Wenqi Ren Juxiang Zhou Jianhou Gan Rui Wang Xiaochun Cao Mamba 51 5 0 31 Aug 2024
Towards Real-world Event-guided Low-light Video Enhancement and Deblurring Taewoo Kim Jaeseok Jeong Hoonhee Cho Yuhwan Jeong Kuk-Jin Yoon 29 6 0 27 Aug 2024
Rotation center identification based on geometric relationships for rotary motion deblurring Jinhui Qin Yong Ma Jun Huang Fan Fan You Du 32 1 0 08 Aug 2024
LoFormer: Local Frequency Transformer for Image Deblurring Xintian Mao Jiansheng Wang Xingran Xie Qingli Li Yan Wang 45 8 0 24 Jul 2024
Exploring Richer and More Accurate Information via Frequency Selection for Image Restoration Hu Gao Depeng Dang 35 1 0 12 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
ConStyle v2: A Strong Prompter for All-in-One Image Restoration Dongqi Fan Junhao Zhang Liang Chang VLM 34 2 0 26 Jun 2024
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image Deblurring Xintian Mao Qingli Li Yan Wang 48 14 0 13 Jun 2024
AMSA-UNet: An Asymmetric Multiple Scales U-net Based on Self-attention for Deblurring Yingying Wang 34 0 0 13 Jun 2024
Correlation Matching Transformation Transformers for UHD Image Restoration Cong Wang Jinshan Pan Wei Wang Gang Fu Siyuan Liang Mengzhu Wang Xiaomei Wu Jun Liu ViT 42 27 0 02 Jun 2024
Efficient Visual State Space Model for Image Deblurring Lingshun Kong Jiangxin Dong Ming-Hsuan Yang Jinshan Pan 49 3 0 23 May 2024
Emphasizing Crucial Features for Efficient Image Restoration Huiyu Gao Bowen Ma Ying Zhang Jing Yang Jing Yang Depeng Dang 37 0 0 19 May 2024
NTIRE 2024 Restore Any Image Model (RAIM) in the Wild Challenge Jie-Kai Liang Radu Timofte Qiaosi Yi Shuai Liu Lingchen Sun Rongyuan Wu Xindong Zhang Huiyu Zeng Lei Zhang 47 18 0 16 May 2024
RSHazeDiff: A Unified Fourier-aware Diffusion Model for Remote Sensing Image Dehazing Jiamei Xiong Xu Yan Yongzhen Wang Wei Zhao Xiaoping Zhang Mingqiang Wei DiffM 36 3 0 15 May 2024
Motion-adaptive Separable Collaborative Filters for Blind Motion Deblurring Chengxu Liu Xuan Wang Xiangyu Xu Ruhao Tian Shuai Li Xueming Qian Ming-Hsuan Yang 36 14 0 19 Apr 2024
CU-Mamba: Selective State Space Models with Channel Learning for Image Restoration Rui Deng Tianpei Gu Mamba 42 16 0 17 Apr 2024
Gyro-based Neural Single Image Deblurring Heemin Yang Jaesung Rim Seungyong Lee Seung-Hwan Baek Sunghyun Cho 36 1 0 01 Apr 2024
Spread Your Wings: A Radial Strip Transformer for Image Deblurring Duosheng Chen Shihao Zhou Jinshan Pan Jinglei Shi Lishen Qu Jufeng Yang ViT 27 0 0 30 Mar 2024
Seeing the Unseen: A Frequency Prompt Guided Transformer for Image Restoration Shihao Zhou Jinshan Pan Jinglei Shi Duosheng Chen Lishen Qu Jufeng Yang VLM 23 3 0 30 Mar 2024
Look-Around Before You Leap: High-Frequency Injected Transformer for Image Restoration Shihao Zhou Duosheng Chen Jinshan Pan Jufeng Yang 40 2 0 30 Mar 2024
Learning Enriched Features via Selective State Spaces Model for Efficient Image Deblurring Huiyu Gao Depeng Dang 40 13 0 29 Mar 2024