Face recognition in hyperspectral images

被引:272
作者
Pan, ZH [1 ]
Healey, G
Prasad, M
Tromberg, B
机构
[1] Univ Calif Irvine, Comp Vis Lab, Dept Elect Engn & Comp Sci, Irvine, CA 92697 USA
[2] Univ Calif Irvine, Beckman Laser Inst & Med Clin, Laser Microbeam & Med Program, Irvine, CA 92612 USA
基金
美国国家卫生研究院;
关键词
face recognition; hyperspectral;
D O I
10.1109/TPAMI.2003.1251148
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
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 (0.7mum-1.0mum). 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.
引用
收藏
页码:1552 / 1560
页数:9
相关论文
共 29 条
[1]   THE OPTICS OF HUMAN-SKIN [J].
ANDERSON, RR ;
PARRISH, JA .
JOURNAL OF INVESTIGATIVE DERMATOLOGY, 1981, 77 (01) :13-19
[2]  
Angelopoulou E, 2001, PROC CVPR IEEE, P635
[3]  
Bargo Paulo R., 2001, PLEN TALK INT PHOT A
[4]   Face identification across different poses and illuminations with a 3D morphable model [J].
Blanz, V ;
Romdhani, S ;
Vetter, T .
FIFTH IEEE INTERNATIONAL CONFERENCE ON AUTOMATIC FACE AND GESTURE RECOGNITION, PROCEEDINGS, 2002, :202-207
[5]  
Debevec P, 2000, COMP GRAPH, P145, DOI 10.1145/344779.344855
[6]  
Duda O.R., 2001, PATTERN CLASSIFICATI
[7]   The pigments and color of living human skin [J].
Edwards, EA ;
Duntley, SQ .
AMERICAN JOURNAL OF ANATOMY, 1939, 65 (01) :1-33
[8]   Discriminant analysis for recognition of human face images [J].
Etemad, K ;
Chellappa, R .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1997, 14 (08) :1724-1733
[9]  
GAT N, 2000, P SPIE C ALG MULT HY, V6
[10]  
GROSS R, 2001, CMURITR0117