WAVELET AND GABOR TRANSFORMS FOR DETECTION

被引:72
作者
CASASENT, DP
SMOKELIN, JS
YE, AQ
机构
关键词
WAVELET TRANSFORMS; GABOR TRANSFORMS; DETECTION;
D O I
10.1117/12.59913
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We consider wavelet and Gabor transforms for detection of candidate regions of interest in a 2-D scene. We generate wavelet and Gabor coefficients for each spatial region of a scene using new linear combination optical filters to reduce the output dimensionality and to simplify postprocessing. We use two sets of wavelet coefficients as indicators of edge activity to suppress background clutter. The Gabor coefficients are found to be excellent for object detection and robust to object distortions and contrast differences. We provide insight into the selection of the Gabor parameters.
引用
收藏
页码:1893 / 1898
页数:6
相关论文
共 18 条
[1]  
BUHMANN J, 1989, P IJCNN 89, V1, P155
[2]  
CASASENT D, IN PRESS P SPIE, V1702
[3]  
CASASENT D, IN PRESS APPL OPT
[4]   UNCERTAINTY RELATION FOR RESOLUTION IN SPACE, SPATIAL-FREQUENCY, AND ORIENTATION OPTIMIZED BY TWO-DIMENSIONAL VISUAL CORTICAL FILTERS [J].
DAUGMAN, JG .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1985, 2 (07) :1160-1169
[5]   COMPLETE DISCRETE 2-D GABOR TRANSFORMS BY NEURAL NETWORKS FOR IMAGE-ANALYSIS AND COMPRESSION [J].
DAUGMAN, JG .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (07) :1169-1179
[6]   PARALLEL OPTICAL PYRAMIDAL IMAGE-PROCESSING [J].
EICHMANN, G ;
KOSTRZEWSKI, A ;
HA, B ;
LI, Y .
OPTICS LETTERS, 1988, 13 (06) :431-433
[7]  
EICHMANN G, 1990, P SOC PHOTO-OPT INS, V1297, P86, DOI 10.1117/12.21302
[8]  
Gabor D, 1946, J I ELECT ENG 3, V93, P429, DOI DOI 10.1049/JI-3-2.1946.0074
[9]   DECOMPOSITION OF HARDY FUNCTIONS INTO SQUARE INTEGRABLE WAVELETS OF CONSTANT SHAPE [J].
GROSSMANN, A ;
MORLET, J .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 1984, 15 (04) :723-736
[10]  
HAYES KC, 1974, IEEE T SYST MAN CYB, VSMC4, P467