Deep Generalized Unfolding Networks for Image Restoration

28 April 2022

Qian Wang

Jian Zhang

Papers citing "Deep Generalized Unfolding Networks for Image Restoration"

36 / 86 papers shown

Title
Memory augment is All You Need for image restoration Xiao Feng Zhang Chao Chen Gu Shan Ying Zhu SupR 47 7 0 04 Sep 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 29 40 0 27 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
Learning Image Deraining Transformer Network with Dynamic Dual Self-Attention Zhe-Cheng Fan Hongming Chen Yufeng Li ViT 20 0 0 15 Aug 2023
A Hybrid CNN-Transformer Architecture with Frequency Domain Contrastive Learning for Image Deraining Cheng-i Wang Wei Li 34 0 0 07 Aug 2023
Decomposition Ascribed Synergistic Learning for Unified Image Restoration Jinghao Zhang Fengmei Zhao 21 2 0 01 Aug 2023
Efficient Unified Demosaicing for Bayer and Non-Bayer Patterned Image Sensors Haechang Lee Dongwon Park Wongi Jeong Kijeong Kim Hyunwoo Je Dongil Ryu S. Chun 26 9 0 20 Jul 2023
DRM-IR: Task-Adaptive Deep Unfolding Network for All-In-One Image Restoration Yuanshuo Cheng Mingwen Shao Yecong Wan Chao Wang 23 4 0 15 Jul 2023
Operational Support Estimator Networks Mete Ahishali Mehmet Yamaç S. Kiranyaz Moncef Gabbouj 43 0 0 12 Jul 2023
HyP-NeRF: Learning Improved NeRF Priors using a HyperNetwork Bipasha Sen Gaurav Singh Aditya Agarwal Rohith Agaram K. M. Krishna Srinath Sridhar AI4CE 23 13 0 09 Jun 2023
Sparsity and Coefficient Permutation Based Two-Domain AMP for Image Block Compressed Sensing Junhui Li Xingsong Hou Huake Wang Shuhao Bi 13 0 0 22 May 2023
Local-Global Transformer Enhanced Unfolding Network for Pan-sharpening Mingsong Li Yikun Liu Tao Xiao Yuwen Huang Gongping Yang ViT 36 14 0 28 Apr 2023
Neural Invertible Variable-degree Optical Aberrations Correction S. Cui Bingnan Wang Q. Zheng 21 3 0 12 Apr 2023
A Practical Framework for Unsupervised Structure Preservation Medical Image Enhancement Q. H. Cap Atsushi Fukuda Hitoshi Iyatomi MedIm 9 3 0 04 Apr 2023
Progressive Content-aware Coded Hyperspectral Compressive Imaging Xuanyu Zhang Bin Chen W. Zou Shuai Liu Yongbing Zhang Ruiqin Xiong Jian Zhang 16 7 0 17 Mar 2023
Generalization analysis of an unfolding network for analysis-based Compressed Sensing Vicky Kouni Yannis Panagakis MLT 26 0 0 09 Mar 2023
Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper -- Michael Elad Bahjat Kawar Gregory Vaksman 23 72 0 09 Jan 2023
GAN Prior based Null-Space Learning for Consistent Super-Resolution Yinhuai Wang Yu Fei Hu Jiwen Yu Jian Zhang SupR 19 40 0 24 Nov 2022
Residual Degradation Learning Unfolding Framework with Mixing Priors across Spectral and Spatial for Compressive Spectral Imaging Yubo Dong Dahua Gao Tian Qiu Yu-yang Li Minxi Yang Guangming Shi 32 27 0 13 Nov 2022
Dual-Pixel Raindrop Removal Yizhou Li Yusuke Monno Masatoshi Okutomi 21 4 0 24 Oct 2022
Uncertainty-Aware Unsupervised Image Deblurring with Deep Residual Prior Xiaole Tang Xile Zhao Jun Liu Jianli Wang Yuchun Miao T. Zeng UQCV 19 13 0 09 Oct 2022
Removing Rain Streaks via Task Transfer Learning Yinglong Wang Chao Ma Jianzhuang Liu 23 2 0 28 Aug 2022
SnowFormer: Context Interaction Transformer with Scale-awareness for Single Image Desnowing Sixiang Chen Tian-Chun Ye Yun-Peng Liu Erkang Chen ViT 29 12 0 20 Aug 2022
MM-RealSR: Metric Learning based Interactive Modulation for Real-World Super-Resolution Chong Mou Yanze Wu Xintao Wang Chao Dong Jian Zhang Ying Shan SupR 19 40 0 10 May 2022
Detail-recovery Image Deraining via Dual Sample-augmented Contrastive Learning Yiyang Shen Ming-yue Wei Sen Deng Wenhan Yang Yongzhen Wang Xiaoping Zhang Hao Wu J. Qin OffRL 31 3 0 06 Apr 2022
Multi-Scale Adaptive Network for Single Image Denoising Yuanbiao Gou Peng Hu Jiancheng Lv Qiufeng Wang Xiaocui Peng 16 27 0 08 Mar 2022
Low-light Image Enhancement by Retinex Based Algorithm Unrolling and Adjustment Xinyi Liu Qi Xie Qian Zhao Hong Qang Deyu Meng 21 38 0 12 Feb 2022
Dynamic Attentive Graph Learning for Image Restoration Chong Mou Jian Zhang Zhuoyuan Wu DiffM 71 81 0 14 Sep 2021
COAST: COntrollable Arbitrary-Sampling NeTwork for Compressive Sensing Di You Jian Zhang Jingfen Xie Bin Chen Siwei Ma 39 100 0 15 Jul 2021
Multi-Stage Progressive Image Restoration Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang Ling Shao 125 1,450 0 04 Feb 2021
NBNet: Noise Basis Learning for Image Denoising with Subspace Projection Shuyang Cheng Yuzhi Wang Haibin Huang Donghao Liu Haoqiang Fan Shuaicheng Liu 112 187 0 30 Dec 2020
Optimization-Inspired Learning with Architecture Augmentations and Control Mechanisms for Low-Level Vision Risheng Liu Zhu Liu Pan Mu Xin-Yue Fan Zhongxuan Luo 15 5 0 10 Dec 2020
Deep Unfolding Network for Image Super-Resolution Kaixuan Zhang Luc Van Gool Radu Timofte SupR 116 539 0 23 Mar 2020
CycleISP: Real Image Restoration via Improved Data Synthesis Syed Waqas Zamir Aditya Arora Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang Ling Shao DiffM 113 337 0 17 Mar 2020
Non-Local Recurrent Network for Image Restoration Ding Liu B. Wen Yuchen Fan Chen Change Loy Thomas S. Huang SupR 140 628 0 07 Jun 2018
Deep Joint Rain Detection and Removal from a Single Image Wenhan Yang R. Tan Jiashi Feng Jiaying Liu Zongming Guo Shuicheng Yan 135 989 0 25 Sep 2016