NONLOCAL SIMILARITY REGULARIZATION FOR SPARSE HYPERSPECTRAL UNMIXING

被引：5

作者：

Wang, Rui ^{[1
]}

Li, Heng-Chao ^{[1
]}

机构：

[1] Southwest Jiaotong Univ, Sichuan Prov Key Lab Informat Coding & Transmiss, Chengdu 610031, Peoples R China

来源：

2014 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS) | 2014年

关键词：

Hyperspectral remote sensing; sparse unmixing; nonlocal similarity regularization; spectral library;

D O I：

10.1109/IGARSS.2014.6947089

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

This paper is concerned with semisupervised hyperspectral unmixing using a nonlocal similarity prior on the abundance images. To this end, the nonlocal self-similarity regularization is incorporated into the classical sparse regression formula to propose a new model for hyperspectral sparse unmixing. The rationale is the idea that there are many nonlocal similar patches to the given patch in the abundance images. The effectiveness of the proposed algorithm is illustrated using the synthetic and real data sets.

引用

页数：4

共 50 条

[21] Blind Hyperspectral Unmixing Using Total Variation and q Sparse Regularization
Sigurdsson, Jakob
Ulfarsson, Magnus Orn
Sveinsson, Johannes R.
[J]. IEEE Transactions on Geoscience and Remote Sensing, 2016, 54 (11): : 6371 - 6384
[22] Hyperspectral sparse unmixing based on a novel adaptive total variation regularization
Ma, Mingxi
Xu, Chenguang
Zhang, Jun
Wang, Shengqian
Deng, Chengzhi
Wang, Yuanyun
[J]. INFRARED PHYSICS & TECHNOLOGY, 2022, 127
[23] Sparse Unmixing for Hyperspectral Image with Nonlocal Low-Rank Prior
Zheng, Yuhui
Wu, Feiyang
Shim, Hiuk Jae
Sun, Le
[J]. REMOTE SENSING, 2019, 11 (24)
[24] Sparse Unmixing for Hyperspectral Image with Nonlocal Low-Rank Prior
Wu, Feiyang
Zheng, Yuhui
Sun, Le
[J]. INTELLIGENCE SCIENCE AND BIG DATA ENGINEERING: VISUAL DATA ENGINEERING, PT I, 2019, 11935 : 506 - 516
[25] Hyperspectral Unmixing With lq Regularization
Sigurdsson, Jakob
Ulfarsson, Magnus Orn
Sveinsson, Johannes R.
[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (11): : 6793 - 6806
[26] Local Spectral Similarity Preserving Regularized Robust Sparse Hyperspectral Unmixing
Li, Jiaojiao
Li, Yunsong
Song, Rui
Mei, Shaohui
Du, Qian
[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 57 (10): : 7756 - 7769
[27] Bilateral filter based total variation regularization for sparse hyperspectral image unmixing
Li, Xiao
Huang, Jie
Deng, Liang-Jian
Huang, Ting-Zhu
[J]. INFORMATION SCIENCES, 2019, 504 : 334 - 353
[28] UNMIXING SPARSE HYPERSPECTRAL MIXTURES
Lordache, Marian-Daniel
Bioucas-Dias, Jose
Plaza, Antonio
[J]. 2009 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, VOLS 1-5, 2009, : 2465 - +
[29] SPARSE DISTRIBUTED HYPERSPECTRAL UNMIXING
Sigurdsson, Jakob
Ulfarsson, Magnus O.
Sveinsson, Johannes R.
Bioucas-Dias, Jose M.
[J]. 2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, : 6994 - 6997
[30] Sparse Unmixing of Hyperspectral Data
Iordache, Marian-Daniel
Bioucas-Dias, Jose M.
Plaza, Antonio
[J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (06): : 2014 - 2039

← 1 2 3 4 5 →