Title :
HyperMix: A new tool for quantitative evaluation of end member identification and spectral unmixing techniques
Author :
Jiménez, Luis-Ignacio ; Martín, Gabriel ; Plaza, Antonio
Author_Institution :
Dept. of Technol. of Comput. & Commun., Univ. of Extremadura, Caceres, Spain
Abstract :
In this paper, we present a new open source system for evaluating and inter-comparing new spectral unmixing applications. The proposed tool, called HyperMix, comprises several open source implementations of algorithms for end member identification and spectral unmixing. The tool also includes a database of synthetic hyperspectral images (generated using fractals to simulate natural patterns) which can be used to evaluate the precision of the algorithms for end member identification and abundance estimation which are already incorporated in the tool. The paper also presents an exhaustive inter-comparison of algorithms for end member extraction and abundance estimation using the proposed tool.
Keywords :
feature extraction; fractals; geophysical image processing; geophysics computing; public domain software; remote sensing; HyperMix; end member identification; fractals; open source implementations; open source system; quantitative evaluation; spectral unmixing techniques; synthetic hyperspectral images; Estimation; Fractals; Hyperspectral imaging; Minerals; Signal processing algorithms; Hyperspectral imaging; endmember extraction; open-source tools; spectral unmixing;
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2012 IEEE International
Conference_Location :
Munich
Print_ISBN :
978-1-4673-1160-1
Electronic_ISBN :
2153-6996
DOI :
10.1109/IGARSS.2012.6351276