DocumentCode :
838422
Title :
Face recognition in hyperspectral images
Author :
Pan, Zhihong ; Healey, Glenn ; Prasad, Manish ; Tromberg, Bruce
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., California Univ., Irvine, CA, USA
Volume :
25
Issue :
12
fYear :
2003
Firstpage :
1552
Lastpage :
1560
Abstract :
Hyperspectral cameras provide useful discriminants for human face recognition that cannot be obtained by other imaging methods. We examine the utility of using near-infrared hyperspectral images for the recognition of faces over a database of 200 subjects. The hyperspectral images were collected using a CCD camera equipped with a liquid crystal tunable filter to provide 31 bands over the near-infrared (0.7 μm-1.0 μm). Spectral measurements over the near-infrared allow the sensing of subsurface tissue structure which is significantly different from person to person, but relatively stable over time. The local spectral properties of human tissue are nearly invariant to face orientation and expression which allows hyperspectral discriminants to be used for recognition over a large range of poses and expressions. We describe a face recognition algorithm that exploits spectral measurements for multiple facial tissue types. We demonstrate experimentally that this algorithm can be used to recognize faces over time in the presence of changes in facial pose and expression.
Keywords :
CCD image sensors; computer vision; face recognition; infrared imaging; spectral analysis; visual databases; 0.7 to 1.0 micron; CCD camera; face orientation; facial expression; facial pose; human face recognition; human tissue; hyperspectral cameras; hyperspectral discriminants; liquid crystal tunable filter; multiple facial tissue types; near infrared hyperspectral images; spectral measurements; subsurface tissue structure; Charge coupled devices; Charge-coupled image sensors; Face recognition; Filters; Humans; Hyperspectral imaging; Hyperspectral sensors; Image databases; Image recognition; Liquid crystals;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/TPAMI.2003.1251148
Filename :
1251148
Link To Document :
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