INVARIANT PATTERN-RECOGNITION FOR RANGE IMAGES USING THE PHASE FOURIER-TRANSFORM AND A NEURAL-NETWORK

被引:25
作者
PAQUET, E
RIOUX, M
ARSENAULT, HH
机构
[1] UNIV LAVAL,CTR OPT PHOTON & LASER,DEPT PHYS,QUEBEC CITY,PQ G1K 7P4,CANADA
[2] NATL RES COUNCIL CANADA,INST INFORMAT TECHNOL,AUTON SYST LAB,OTTAWA,ON K1A 0R6,CANADA
关键词
FOURIER TRANSFORMS; INVARIANT PATTERN RECOGNITION; PHASE; NEURAL NETWORKS;
D O I
10.1117/12.197093
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
A method for invariant pattern recognition of range images by means of the phase Fourier transform is introduced. The phase Fourier transform may be used for the segmentation of connected planar and quadric surfaces. The method is generalized to nonconnected planar surfaces through the use of the concept of the characteristic normal. An invariant representation under changes of position, scale, and orientation for the characteristic normals is defined. This representation is used as the input for a feedforward neural network. Examples of applications are given, and finally the method is applied to the problems of classification and occlusion.
引用
收藏
页码:1178 / 1183
页数:6
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