Proceedings of the 2018 3rd International Conference on Modelling, Simulation and Applied Mathematics (MSAM 2018)

A Fast Method for Hyperspectral Target Detection with Matrix Inverse Updating and Downdating

Authors
Xin Wu, Mizhen Wang, Chen Yang
Corresponding Author
Xin Wu
Available Online July 2018.
DOI
https://doi.org/10.2991/msam-18.2018.64How to use a DOI?
Keywords
remote sensing; matrix inverse; fast least squares; subpixel target detection
Abstract

The unsupervised nonnegative constrained least squares (UNCLS) method is a well-known method for hyperspectral subpixel target detection. Depending on the complexity and dimensionality of the hyperspectral data, it may be computationally expensive for large matrix inversion with the UNCLS method. This paper proposed a fast UNCLS algorithm to improve its computational performance. Matrix inverse updating and downdating theory is implemented to speed up the iterative least square estimation in the UNCLS method. Experiments on both simulated and real hyperspectral images show that the proposed fast UNCLS can efficiently detect subpixel targets with precision guaranteed. We have demonstrated that our proposed method improves performance of the UNCLS method, which achieves a >10x speedup for both the simulated and real scenes when large number of targets are detected.

Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Volume Title
Proceedings of the 2018 3rd International Conference on Modelling, Simulation and Applied Mathematics (MSAM 2018)
Series
Advances in Intelligent Systems Research
Publication Date
July 2018
ISBN
978-94-6252-566-5
ISSN
1951-6851
DOI
https://doi.org/10.2991/msam-18.2018.64How to use a DOI?
Copyright
© 2018, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - CONF
AU  - Xin Wu
AU  - Mizhen Wang
AU  - Chen Yang
PY  - 2018/07
DA  - 2018/07
TI  - A Fast Method for Hyperspectral Target Detection with Matrix Inverse Updating and Downdating
BT  - Proceedings of the 2018 3rd International Conference on Modelling, Simulation and Applied Mathematics (MSAM 2018)
PB  - Atlantis Press
SP  - 301
EP  - 307
SN  - 1951-6851
UR  - https://doi.org/10.2991/msam-18.2018.64
DO  - https://doi.org/10.2991/msam-18.2018.64
ID  - Wu2018/07
ER  -