|国家预印本平台
首页|掌纹方向特征提取与广义角度距离

掌纹方向特征提取与广义角度距离

Palmprint Orientation Extraction and Generalized Angular Distance Measure

中文摘要英文摘要

基于可调控滤波器,本文研究了掌纹识别中纹线方向的精确提取和度量问题。首先我们提出利用高阶可调控滤波器来提取连续的纹线方向,并将其量化为若干个离散角度。然后,为了实现方向特征的有效匹配,我们提出了一种广义角度距离方法。我们进一步研究了连续和离散情况下的角度距离计算问题,目前已有的几种距离都可视为广义角度距离的特例。香港理工大学掌纹公开库和中科院自动化所掌纹数据库上的实验结果表明,我们提出的方法能够达到与较高的验证精度。基于查找表,提出的方法同样具有较小的模板和满足实际应用的匹配速度。

In this paper, using steerable filter, we investigate the accurate orientation extraction and appropriate distance measure problems for effective palmprint recognition. First, we use high order steerable filter to extract accurate continuous orientation, and quantify it into discrete representation. Then, for effective matching of accurate orientations, we propose a generalized orientation distance measure. We further extend the distance measure for matching of discrete orientations, and show that several existing distance measures can be viewed as its special cases. Experimental results on both Hong Kong PolyU and CASIA palmprint databases show that the proposed method can obtain state-of-the-art verification accuracy. With the support of a look up table, the proposed method also enables small template size and satisfactory matching speed for practical applications.

岳峰、左旺孟

计算技术、计算机技术自动化技术、自动化技术设备

掌纹识别角度距离特征提取可调控滤波器

Palmprint RecognitionAngular DistanceFeature ExtractionSteerable Filter

岳峰,左旺孟.掌纹方向特征提取与广义角度距离[EB/OL].(2012-01-31)[2025-08-16].http://www.paper.edu.cn/releasepaper/content/201201-868.点此复制

评论