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Joint Sparsity Model for Multilook Hyperspectral Image Unmixing

J. Bieniarz, E. Aguilera, X. X. Zhu, R. Muller, P. Reinartz
2015 IEEE Geoscience and Remote Sensing Letters  
Recent work on hyperspectral image (HSI) unmixing has addressed the use of overcomplete dictionaries by employing sparse models.  ...  Index Terms-Joint sparsity, overcomplete spectral dictionary, spectral unmixing.  ...  Heiden for providing the roof spectral library.  ... 
doi:10.1109/lgrs.2014.2358623 fatcat:3oxpca2rk5aotm2paneisnunlm

Table of contents

2020 IEEE Transactions on Geoscience and Remote Sensing  
Bouzid 7022 A Comparison of Linear Inverse Scattering Models for Contactless GPR Imaging ......................................... .................................................... G. Ludeno, G.  ...  Shang 7205 Surface and Subsurface Properties Estimation of Mineral Abundance From Hyperspectral Data Using a New Supervised Neighbor-Band Ratio Unmixing Approach .......................................  ... 
doi:10.1109/tgrs.2020.3021450 fatcat:ccqsbgzvybczjdrjzhrkwmxzfq

2019 Index IEEE Transactions on Geoscience and Remote Sensing Vol. 57

2019 IEEE Transactions on Geoscience and Remote Sensing  
., Refo-cusing and Zoom-In Polar Format Algorithm for Curvilinear Spotlight SAR Imaging on Arbitrary Region of Interest; TGRS Oct. 2019 7995-8010 Hu, T., see Kang, Z., TGRS Jan. 2019 181-193 Hu, T.,  ...  ., +, TGRS Jan. 2019 416-431 A Classification-Based Model for Multi-Objective Hyperspectral Sparse Unmixing.  ...  ., +, TGRS Jan. 2019 449-461 uDAS: An Untied Denoising Autoencoder With Sparsity for Spectral Unmix- ing.  ... 
doi:10.1109/tgrs.2020.2967201 fatcat:kpfxoidv5bgcfo36zfsnxe4aj4

2015 Index IEEE Transactions on Geoscience and Remote Sensing Vol. 53

2015 IEEE Transactions on Geoscience and Remote Sensing  
., +, TGRS Oct. 2015 5613-5623 A New Fast Algorithm for Linearly Unmixing Hyperspectral Images.  ...  ., +, TGRS May 2015 2409-2425 A New Fast Algorithm for Linearly Unmixing Hyperspectral Images.  ... 
doi:10.1109/tgrs.2015.2513444 fatcat:zuklkpk4gjdxjegoym5oagotzq

2014 Index IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing Vol. 7

2014 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing  
., +, JSTARS Oct. 2014 4276-4287 A Novel Sparsity-Based Framework Using Max Pooling Operation for Hyperspectral Image Classification.  ...  ., +, JSTARS Aug. 2014 3619-3629 A Nonlocal Weighted Joint Sparse Representation Classification Method for Hyperspectral Imagery.  ... 
doi:10.1109/jstars.2015.2397347 fatcat:ib3tjwsjsnd6ri6kkklq5ov37a

Image Restoration for Remote Sensing: Overview and Toolbox [article]

Benhood Rasti, Yi Chang, Emanuele Dalsasso, Loïc Denis, Pedram Ghamisi
2021 arXiv   pre-print
This review paper brings together the advances of image restoration techniques with particular focuses on synthetic aperture radar and hyperspectral images as the most active sub-fields of image restoration  ...  ., multispectral and hyperspectral) modes. The quality of data acquired by remotely sensed imaging sensors (both active and passive) is often degraded by a variety of noise types and artifacts.  ...  [159] derived a joint blurring observation and mixing model and showed how blur affects endmember identifiability within the geometrical unmixing framework. Zhang et al.  ... 
arXiv:2107.00557v2 fatcat:adn5fpdza5h4tbsycg7yw6rqzu