DocumentCode :
144199
Title :
Beneficiary of high order derivative spectrum in target detection
Author :
Dehnavi, Sahar ; Maghsoudi, Yasser ; ValadanZouj, MohammadJavad ; BaniAdam, Fariborz
fYear :
2014
fDate :
13-18 July 2014
Firstpage :
4608
Lastpage :
4611
Abstract :
Ultraspectral data nature, allows the implementation of analytical chemistry techniques like derivative spectroscopy in hyperspectral images. Application of this method in remote sensing is due to the ability of derivative spectrum for resolving complex spectra of several target species within individual pixels, and the fact that derivatives of second or higher order are insensitive to illumination variations. So, it is expected that detecting signal sources in an individual pixel using the derivative spectrum be more effective. Moreover applying higher order derivatives in remote sensing applications have been neglected a lot. In this work 1st to 5th order derivative of a spectrum have been applied as the input for constrained energy minimization (CEM) algorithm and the altered CEM is introduced as Derivative CEM or “DCEM”. Results indicate the efficiency of using some orders of derivative spectrum in target detection and dependency of DCEM outputs on the target species.
Keywords :
geophysical image processing; geophysical techniques; hyperspectral imaging; object detection; remote sensing; signal sources; CEM; DCEM; analytical chemistry techniques; constrained energy minimization algorithm; derivative spectroscopy; derivative spectrum; high order derivative spectrum; hyperspectral images; illumination variations; remote sensing applications; remote sensing method; resolving complex spectra; target detection; target species; Algorithm design and analysis; Educational institutions; Hyperspectral imaging; Minerals; Object detection; “DCEM”; Derivative spectrum; Hyperspectral Imaging; Target Detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2014 IEEE International
Conference_Location :
Quebec City, QC
Type :
conf
DOI :
10.1109/IGARSS.2014.6947519
Filename :
6947519
Link To Document :
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