Simple Gabor feature space for invariant object recognition

被引:150
作者
Kyrki, V [1 ]
Kamarainen, JK [1 ]
Kälviäinen, H [1 ]
机构
[1] Lappeenranta Univ Technol, Dept Informat Technol, Lab Informat Proc, FIN-53851 Lappeenranta, Finland
关键词
Gabor filter; invariant object recognition; feature extraction;
D O I
10.1016/j.patrec.2003.10.008
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Invariant object recognition is one of the most challenging problems in computer vision. The authors propose a simple Gabor feature space, which has been successfully applied to applications, e.g., in invariant face detection to extract facial features in demanding environments. In the proposed feature space, illumination, rotation, scale, and translation invariant recognition of objects can be realized within a reasonable amount of computation. In this study, fundamental properties of Gabor features, construction of the simple feature space, and invariant search operations in the feature space are discussed in more detail. (C) 2003 Elsevier B.V. All rights reserved.
引用
收藏
页码:311 / 318
页数:8
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