On image analysis by moments

被引:337
作者
Liao, SX [1 ]
Pawlak, M [1 ]
机构
[1] UNIV MANITOBA,DEPT ELECT & COMP ENGN,WINNIPEG,MB R3T 5V6,CANADA
基金
加拿大自然科学与工程研究理事会;
关键词
moments; orthogonal moments; accuracy; reconstruction error; cross-validation;
D O I
10.1109/34.485554
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Research has been performed investigating the use of moments for pattern recognition in recent years. The basic problem of the influence of discretization and noise on moment accuracy as object descriptors, has been barely investigated. In this paper, the detailed error analysis involved in the moment method is discussed. Several new techniques to increase the accuracy and efficiency of moment descriptor are proposed. We utilize later these results for the problem of the image reconstruction from the orthogonal Legendre moments computed from discrete and noisy data is. The automatic selection of an optimal number of moments is also discussed.
引用
收藏
页码:254 / 266
页数:13
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