USE OF INVARIANTS FOR RECOGNITION OF 3-DIMENSIONAL COLOR TEXTURES

被引:37
作者
KONDEPUDY, R
HEALEY, G
机构
[1] Department of Electrical and Computer Engineering, University of California, Irvine, CA
来源
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION | 1994年 / 11卷 / 11期
关键词
D O I
10.1364/JOSAA.11.003037
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We introduce an image model for color texture based on spatial correlation functions defined both within and between color bands. We show that three-dimensional geometric transformations of a surface in the scene produce corresponding transformations in these correlation functions. From this analysis we derive invariants of color correlation functions that can be computed efficiently and that can be used for geometry-invariant recognition. We show experimentally that these invariants are effective for recognition in situations in which neither color distributions nor gray-scale texture is sufficient. After recognition the estimated color correlation functions can be used to recover the three-dimensional location and orientation of surfaces. The color-texture invariants can be used in the recognition of three-dimensional objects, the segmentation of images of three-dimensional scenes, and the searching of image data bases.
引用
收藏
页码:3037 / 3049
页数:13
相关论文
共 26 条
[1]  
BAJSCY R, 1976, COMPUTER GRAPHICS IM, V5, P52
[2]   SURFACE ORIENTATION FROM PROJECTIVE FORESHORTENING OF ISOTROPIC TEXTURE AUTOCORRELATION [J].
BROWN, LG ;
SHVAYTSER, H .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1990, 12 (06) :584-588
[3]   CLASSIFICATION OF ROTATED AND SCALED TEXTURED IMAGES USING GAUSSIAN MARKOV RANDOM FIELD MODELS [J].
COHEN, FS ;
FAN, ZG ;
PATEL, MA .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (02) :192-202
[4]  
Daily M. J., 1989, Proceedings CVPR '89 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No.89CH2752-4), P304, DOI 10.1109/CVPR.1989.37865
[5]  
Duda R. O., 1973, PATTERN CLASSIFICATI, V3
[6]  
FUNT B, 1991, CSSLCCR TR9109 S FRA
[7]   THE PERCEPTION OF VISUAL SURFACES [J].
GIBSON, JJ .
AMERICAN JOURNAL OF PSYCHOLOGY, 1950, 63 (03) :367-384
[8]   GLOBAL COLOR CONSTANCY - RECOGNITION OF OBJECTS BY USE OF ILLUMINATION-INVARIANT PROPERTIES OF COLOR DISTRIBUTIONS [J].
HEALEY, G ;
SLATER, D .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1994, 11 (11) :3003-3010
[9]   SEGMENTING IMAGES USING NORMALIZED COLOR [J].
HEALEY, G .
IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS, 1992, 22 (01) :64-73
[10]   USING COLOR FOR GEOMETRY-INSENSITIVE SEGMENTATION [J].
HEALEY, G .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1989, 6 (06) :920-937