Fast Hyperspectral Image Denoising and Inpainting Based on Low-Rank and Sparse Representations

11 March 2021

Papers citing "Fast Hyperspectral Image Denoising and Inpainting Based on Low-Rank and Sparse Representations"

46 / 46 papers shown

Title
Equal is Not Always Fair: A New Perspective on Hyperspectral Representation Non-Uniformity Wuzhou Quan Mingqiang Wei Jinhui Tang 114 0 0 16 May 2025
Self-supervised Deep Hyperspectral Inpainting with the Plug and Play and Deep Image Prior Models Shuo Li Mehrdad Yaghoobi 137 0 0 14 Jan 2025
EigenSR: Eigenimage-Bridged Pre-Trained RGB Learners for Single Hyperspectral Image Super-Resolution Xi Su Xiangfei Shen Mingyang Wan Jing Nie Lihui Chen Haijun Liu Xichuan Zhou 122 0 0 31 Dec 2024
Beyond the Visible: Jointly Attending to Spectral and Spatial Dimensions with HSI-Diffusion for the FINCH Spacecraft Ian Vyse Rishit Dagli Dav Vrat Chadha John P. Ma Hector Chen ... Iliya Shofman Coby Silayan Reid Sox-Harris Shuhan Zheng Khang Nguyen 70 0 0 15 Jun 2024
Hyperspectral and multispectral image fusion with arbitrary resolution through self-supervised representations Tingting Wang Zipei Yan Jizhou Li Xile Zhao Chao Wang Michael K. Ng 72 0 0 28 May 2024
SSUMamba: Spatial-Spectral Selective State Space Model for Hyperspectral Image Denoising Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Mamba 107 23 0 02 May 2024
Real-Time Compressed Sensing for Joint Hyperspectral Image Transmission and Restoration for CubeSat Chih-Chung Hsu Chih-Yu Jian Eng-Shen Tu Chia-Ming Lee Guan-Lin Chen 64 7 0 24 Apr 2024
Hyperspectral Image Denoising via Spatial-Spectral Recurrent Transformer Guanyiman Fu Fengchao Xiong Jianfeng Lu Jun Zhou Jiantao Zhou Yuntao Qian ViT 90 13 0 31 Dec 2023
Hyperspectral Image Denoising via Self-Modulating Convolutional Neural Networks Orhan Torun S. E. Yuksel Erkut Erdem Nevrez Imamoglu Aykut Erdem 66 15 0 15 Sep 2023
Guided Deep Generative Model-based Spatial Regularization for Multiband Imaging Inverse Problems Min Zhao N. Dobigeon Jing Chen 37 0 0 29 Jun 2023
HIDFlowNet: A Flow-Based Deep Network for Hyperspectral Image Denoising Li Pang Weizhen Gu Xiangyong Cao Xiangyu Rui Jiangjun Peng Shuang Xu Gang Yang Deyu Meng 126 0 0 20 Jun 2023
Self-supervised Deep Hyperspectral Inpainting with the Sparsity and Low-Rank Considerations Shuo Li Mehrdad Yaghoobi 58 0 0 13 Jun 2023
Self-Supervised Hyperspectral Inpainting with the Optimisation inspired Deep Neural Network Prior Shuo Li Mehrdad Yaghoobi 108 1 0 12 Jun 2023
Unsupervised Hyperspectral Pansharpening via Low-rank Diffusion Model Xiangyu Rui Xiangyong Cao Li Pang Zeyu Zhu Zongsheng Yue Deyu Meng DiffM 74 35 0 18 May 2023
Degradation-Noise-Aware Deep Unfolding Transformer for Hyperspectral Image Denoising Haijin Zeng Jingyun Liang Kai Feng Shaoguang Huang Hongyan Zhang H. Luong Wilfried Philips ViT 93 8 0 06 May 2023
Multi-scale Adaptive Fusion Network for Hyperspectral Image Denoising Haodong Pan Feng Gao Junyu Dong Q. Du 70 12 0 19 Apr 2023
A Comparison of Image Denoising Methods Zhaoming Kong Fang Deng Haomin Zhuang Jun Yu Lifang He Xiaowei Yang 103 7 0 18 Apr 2023
Blind deblurring of hyperspectral document images Marina Ljubenović Paolo Guzzonato G. Franceschin A. Traviglia 32 1 0 09 Mar 2023
Spatial-Spectral Transformer for Hyperspectral Image Denoising Miaoyu Li Ying Fu Yulun Zhang 67 75 0 25 Nov 2022
Mixture-Net: Low-Rank Deep Image Prior Inspired by Mixture Models for Spectral Image Recovery T. Gelvez-Barrera Jorge Bacca Henry Arguello SupR 56 10 0 05 Nov 2022
Fast Noise Removal in Hyperspectral Images via Representative Coefficient Total Variation Jiangjun Peng Hailin Wang Xiangyong Cao Xinling Liu Xiangyu Rui Deyu Meng 108 54 0 03 Nov 2022
Deep Plug-and-Play Prior for Hyperspectral Image Restoration Zeqiang Lai Kaixuan Wei Ying Fu 93 58 0 17 Sep 2022
HyDe: The First Open-Source, Python-Based, GPU-Accelerated Hyperspectral Denoising Package D. Coquelin Behnood Rasti Markus Gotz Pedram Ghamisi R. Gloaguen Achim Streit 44 11 0 14 Apr 2022
Connections between Deep Equilibrium and Sparse Representation Models with Application to Hyperspectral Image Denoising A. Gkillas D. Ampeliotis K. Berberidis 50 15 0 29 Mar 2022
Beam-Shape Effects and Noise Removal from THz Time-Domain Images in Reflection Geometry in the 0.25-6 THz Range Marina Ljubenović A. Artesani Stefano Bonetti Arianna Traviglia 18 12 0 01 Mar 2022
Bayesian Robust Tensor Ring Model for Incomplete Multiway Data Zhenhao Huang Yuning Qiu Xinqi Chen Weijun Sun Guoxu Zhou 82 5 0 27 Feb 2022
Hyperspectral Image Denoising Using Non-convex Local Low-rank and Sparse Separation with Spatial-Spectral Total Variation Regularization Chong Peng Yang Liu Yongyong Chen Xinxing Wu Andrew Cheng Zhao Kang Chenglizhao Chen Q. Cheng 73 22 0 08 Jan 2022
Dictionary-based Low-Rank Approximations and the Mixed Sparse Coding problem Jérémy E. Cohen 45 0 0 24 Nov 2021
Hyperspectral Mixed Noise Removal via Subspace Representation and Weighted Low-rank Tensor Regularization Hang Zhou Yanchi Su Zhanshan Li 39 1 0 13 Nov 2021
FastHyMix: Fast and Parameter-free Hyperspectral Image Mixed Noise Removal Lina Zhuang Michael Kwok-Po Ng 87 94 0 18 Sep 2021
Multi-modal and frequency-weighted tensor nuclear norm for hyperspectral image denoising Xiaozhen Xie Sheng Liu 73 0 0 23 Jun 2021
Hyperspectral Image Denoising and Anomaly Detection Based on Low-rank and Sparse Representations Lina Zhuang Lianru Gao Bing Zhang Xiyou Fu J. Bioucas-Dias 61 90 0 12 Mar 2021
Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing Danfeng Hong Wei He Naoto Yokoya Jing Yao Lianru Gao Liangpei Zhang Jocelyn Chanussot Xiaoxiang Zhu 53 0 0 02 Mar 2021
SMDS-Net: Model Guided Spectral-Spatial Network for Hyperspectral Image Denoising Fengchao Xiong Shuyin Tao Jun Zhou Jianfeng Lu Jiantao Zhou Y. Qian 78 54 0 03 Dec 2020
A Comprehensive Comparison of Multi-Dimensional Image Denoising Methods Zhaoming Kong Xiaowei Yang Lifang He 67 10 0 06 Nov 2020
Non-local Meets Global: An Iterative Paradigm for Hyperspectral Image Restoration Wei He Quanming Yao Chao Li Naoto Yokoya Qibin Zhao Hongyan Zhang Lefei Zhang 75 178 0 24 Oct 2020
Dictionary Learning with Low-rank Coding Coefficients for Tensor Completion Tai-Xiang Jiang Xile Zhao Hao Zhang Michael K. Ng 104 54 0 26 Sep 2020
Uncertainty Quantification for Hyperspectral Image Denoising Frameworks based on Low-rank Matrix Approximation Jingwei Song Shaobo Xia Jun Wang Mitesh Patel Dong Chen UQCV 56 8 0 23 Apr 2020
Fast reconstruction of atomic-scale STEM-EELS images from sparse sampling Étienne Monier Thomas Oberlin N. Brun Xiaoyan Li M. Tencé N. Dobigeon 41 16 0 04 Feb 2020
Self-supervised Hyperspectral Image Restoration using Separable Image Prior Ryuji Imamura Tatsuki Itasaka M. Okuda 43 8 0 01 Jul 2019
Deep Plug-and-play Prior for Low-rank Tensor Completion Xile Zhao Wen-Hao Xu Tai-Xiang Jiang Yao Wang Michael K. Ng 65 94 0 11 May 2019
Deep Hyperspectral Prior: Denoising, Inpainting, Super-Resolution Oleksii Sidorov J. Hardeberg SupR 70 153 0 01 Feb 2019
Non-local Meets Global: An Integrated Paradigm for Hyperspectral Denoising Wei He Quanming Yao Chong Li Naoto Yokoya Qibin Zhao 76 155 0 11 Dec 2018
Tensor N-tubal rank and its convex relaxation for low-rank tensor recovery Yu-Bang Zheng Tingzhu Huang Xile Zhao Tai-Xiang Jiang Teng-Yu Ji Tian-Hui Ma 95 93 0 03 Dec 2018
Reconstruction of partially sampled multi-band images - Application to STEM-EELS imaging Étienne Monier Thomas Oberlin N. Brun M. Tencé M. de Frutos N. Dobigeon 136 12 0 27 Feb 2018
Multi-dimensional imaging data recovery via minimizing the partial sum of tubal nuclear norm Tai-Xiang Jiang Tingzhu Huang Xile Zhao Liang-Jian Deng 91 108 0 15 Dec 2017