Distance-classifier correlation filters for multiclass target recognition

被引:97
|
作者
Mahalanobis, A
Kumar, BVKV
Sims, SRF
机构
[1] CARNEGIE MELLON UNIV,DEPT ELECT & COMP ENGN,PITTSBURGH,PA 15213
[2] USA,MISSILE COMMAND,REDSTONE ARSENAL,AL 35898
来源
APPLIED OPTICS | 1996年 / 35卷 / 17期
关键词
correlators; correlation filters; target recognition; distance classifier; shift invariance; distortion tolerance; discrimination; Fourier transforms;
D O I
10.1364/AO.35.003127
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We describe a correlation-based distance-classifier scheme for the recognition and the classification of multiple classes. The underlying theory uses shift-invariant filters to compute distances between the input image and ideal references under an optimum transformation. The original distance-classifier correlation filter was developed for a two-class problem. We introduce a distance-classifier correlation filter that simultaneously considers multiple classes, and we show that the earlier two-class formulation isa special case of the classifier presented. Initial results are presented to demonstrate the discrimination- and distortion-tolerance capabilities of the proposed filter. (C) 1996 Optical Society of America
引用
收藏
页码:3127 / 3133
页数:7
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