Palmprint recognition using Gabor-based local invariant features

被引:41
|
作者
Pan, Xin [1 ,2 ]
Ruan, Qiu-Qi [1 ]
机构
[1] Beijing Jiaotong Univ, Inst Informat Sci, Beijing 100044, Peoples R China
[2] Inner Mongolia Agr Univ, Coll Comp & Informat Engn, Hohhot 010018, Peoples R China
基金
中国国家自然科学基金;
关键词
Feature extraction; Invariant; Palmprint recognition; Gabor function;
D O I
10.1016/j.neucom.2008.11.019
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Variations occurred on palmprint images degrade the performance of recognition. In this paper, we propose a novel approach to extract local invariant features using Gabor function, to handle the variations of rotation, translation and illumination, raised by the capturing device and the palm structure. The local invariant features can be obtained by dividing a Gabor filtered image into two-layered partitions and then calculating the differences of variance between each lower-layer sub-block and its resided upper-layer block (called local relative variance). The extracted features only reflect relations between local sub-blocks and its resided upper-layer block, so that the global disturbance occurred on palmprint images is counteracted. The effectiveness of the proposed method is demonstrated by the experimental results. (c) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:2040 / 2045
页数:6
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