On illumination invariance in color object recognition

被引:13
作者
Drew, MS [1 ]
Wei, J [1 ]
Li, ZN [1 ]
机构
[1] Simon Fraser Univ, Sch Comp Sci, Burnaby, BC V5A 1S6, Canada
关键词
object recognition; image library indexing; illumination invariance; wavelet-based compression; DCT; color;
D O I
10.1016/S0031-3203(97)00144-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Several color-object-recognition methods that are based on image-retrieval algorithms attempt to discount changes of illumination in order to increase performance when test image illumination conditions differ from those that are obtained when the image database was created. Here we investigate under what general conditions illumination change can be described using a simple linear transform among RGB channels, for a multi-colored object, and adduce a different underlying principle than that usually suggested. The resulting new method, the Linear Color algorithm, is more accurately illuminant-invariant than previous methods. An implementation of the method uses a combination of wavelet compression and DCT transform to fully exploit the technique of low-pass filtering for efficiency. Results are very encouraging, with substantially better performance than other methods tested. The method is also fast in that the indexing process is entirely carried out in the compressed domain and uses a feature vector of only 63 integers. (C) 1998 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:1077 / 1087
页数:11
相关论文
共 16 条
[1]   TRICHROMATIC APPROXIMATION METHOD FOR SURFACE ILLUMINATION [J].
BORGES, CF .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1991, 8 (08) :1319-1323
[2]  
DREW MS, 1994, CVGIP-IMAG UNDERSTAN, V59, P320, DOI 10.1006/ciun.1994.1022
[3]   Direct solution of orientation-from-color problem using a modification of Pentland's light source direction estimator [J].
Drew, MS .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1996, 64 (02) :286-299
[4]  
DREW MS, 1995, INT S COMP VIS COR G, P419
[5]  
DUECK J, 1995, THESIS S FRASER U
[6]  
FINLAYON GD, 1996, IEEE 3 INT WORKSH IM
[7]   SPECTRAL SHARPENING - SENSOR TRANSFORMATIONS FOR IMPROVED COLOR CONSTANCY [J].
FINLAYSON, GD ;
DREW, MS ;
FUNT, BV .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1994, 11 (05) :1553-1563
[8]  
FINLAYSON GD, 1996, ECCV96, P16
[9]   COLOR CONSTANT COLOR INDEXING [J].
FUNT, BV ;
FINLAYSON, GD .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1995, 17 (05) :522-529
[10]   ILLUMINATION-INVARIANT RECOGNITION OF TEXTURE IN COLOR IMAGES [J].
HEALEY, G ;
WANG, LH .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1995, 12 (09) :1877-1883