DocumentCode :
3113376
Title :
Performance Improvement of Hyperspectral Face Recognition by Multimodal and Multi Algorithmic Feature Fusion of Hybrid and Kekre Wavelets Based Feature Vectors
Author :
Vartak, Pallavi P. ; Bharadi, Vinayak A.
Author_Institution :
Dept. of Inf. Technol., TCET, Kandivali, India
fYear :
2015
fDate :
26-27 Feb. 2015
Firstpage :
698
Lastpage :
705
Abstract :
The hyperspectral images are much different from normal images and contains huge data, so does its analysis requires deep understanding of exactly of which properties are to be considered and measured. Now a day´s good access to such ready to use and quality data of such Hyperspectral face data has increased the opportunity of building such systems at ease. The hyperspectral face biometric is proving to be a successful addition to conventional face based biometric systems. The objective of proposed research is to recognize hyper spectral face images by considering and comparing the results obtained from the implementation of Multimodal system. The implementation of this Multimodal System is based on three main feature vector extraction algorithms based on Hybrid Wavelet Type I (HWI), Hybrid Wavelet Type II (HWII) and Kekre Wavelet (KW). These texture information Feature vectors are then put through Intra Class testing and Inter Class testing followed by performance analysis by Multi-instance Fusion and Multi-algorithmic Fusion. The performance comparison is based on its Performance Index (PI) and Security Performance Index (SPI) in different fusion options to obtain an optimized result.
Keywords :
face recognition; feature extraction; hyperspectral imaging; image fusion; image texture; wavelet transforms; HWI; HWII; Kekre wavelet based feature vectors; PI; SPI; feature vector extraction algorithms; hybrid wavelet based feature vectors; hybrid wavelet type I; hybrid wavelet type II; hyperspectral face biometric systems; hyperspectral face image recognition performance; hyperspectral images; inter class testing; intra class testing; multialgorithmic feature fusion; multiinstance fusion; multimodal feature fusion; performance index; security performance index; texture information feature vectors; Face; Face recognition; Feature extraction; Hyperspectral imaging; Multiresolution analysis; Wavelet transforms; Hybrid Wavelet Type I (HWI); Hybrid Wavelet Type II (HWII); Hyperspectral Images; Kekre Wavelet (KW); Multi Instance Analysis and Multi Algorithmic Analysis; Wavelets;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computing Communication Control and Automation (ICCUBEA), 2015 International Conference on
Conference_Location :
Pune
Type :
conf
DOI :
10.1109/ICCUBEA.2015.143
Filename :
7155938
Link To Document :
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