Off-line writer verification using shape and pen pressure information

被引:13
|
作者
Okawa, Manabu [1 ]
Yoshida, Kenichi [2 ]
机构
[1] Univ Tsukuba, Criminal Invest Lab, Metropolitan Police Dept, Tsukuba, Ibaraki 305, Japan
[2] Univ Tsukuba, Tsukuba, Ibaraki, Japan
关键词
off-line writer verification; pen pressure; infrared image; cost-sensitive learning; geometric mean; support vector machine; SIGNATURE VERIFICATION;
D O I
10.1109/ICFHR.2012.246
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes an off-line writer verification method which uses a new hybrid feature. The characteristics of this new feature are the combination of shape and pen pressure information. For shape information, we use the Weighted Direction code Histogram (WDH), which is often used in Japanese handwriting recognition and writer verification methods. For pen pressure information, we use the texture features of infrared (IR) images obtained from a multi-band image scanner. Although the simple use of pen pressure information encoded in the infrared image can not improve verification error rate, the use of second order statistics and the clipping process can decrease the verification error rate from 4.8% to 3.7%.
引用
收藏
页码:625 / 630
页数:6
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