On improving Dynamic Time Warping for pattern matching

被引:27
作者
Adwan, Somaya [1 ]
Arof, Hamzah [1 ]
机构
[1] Univ Malaya, Fac Engn, Dept Elect Engn, Kuala Lumpur 50603, Malaysia
关键词
Dynamic Time Warping; Alignment; Similarity measure; Face detection;
D O I
10.1016/j.measurement.2012.02.015
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper introduces a new distance metric function to enhance the capability of the Dynamic Time Warping (DTW) for two dimension pattern matching. Moreover, the classical boundary condition is relaxed to further improve the performance of the DTW. An efficient approach for constructing the warping path is presented to reduce computational execution time in detecting eye and face regions in head-shoulder images with plain background. The performance of the enhanced DTW is compared against that of the classical DTW in detecting the faces and eyes of 15 subjects with various poses and facial expressions. The experimental results indicate that improvement in the detection rates of both eyes and faces is achieved using the enhanced DTW. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1609 / 1620
页数:12
相关论文
共 22 条
[1]  
Achermann B., 1995, FACE DATABASE U BERN
[2]  
Adwan S, 2011, ELEKTRON ELEKTROTECH, V108, P103
[3]  
Adwan Somya, 2012, INT J INNOVATIVE COM, V8
[4]  
Assfalg J, 2009, LECT NOTES COMPUT SC, V5463, P354, DOI 10.1007/978-3-642-00887-0_32
[5]  
Banko Zoltan, 2007, 8 INT S HUNG RES COM
[6]  
Bashir M., 2009, INT J COMPUTER SCI, V4, P173
[7]  
Berndt DonaldJ., 1994, AAAI 94 WORKSHOP KNO
[8]   Alignment Using Variable Penalty Dynamic Time Warping [J].
Clifford, David ;
Stone, Glenn ;
Montoliu, Ivan ;
Rezzi, Serge ;
Martin, Francois-Pierre ;
Guy, Philippe ;
Bruce, Stephen ;
Kochhar, Sunil .
ANALYTICAL CHEMISTRY, 2009, 81 (03) :1000-1007
[9]  
Colomer L.J., 2002, 16 INT WORKSH QUAL R
[10]  
Daniel R., 2007, INT J INFORM SYSTEMS, V3, P392