On-line signature verification using improved segmentation

被引：0

作者：

Zou, MF ^{[1
]}

Tong, JJ ^{[1
]}

Lou, ZL ^{[1
]}

Liu, CP ^{[1
]}

机构：

[1] Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China

来源：

2003 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-5, CONFERENCE PROCEEDINGS | 2003年

关键词：

signatures verification; biometric authentication; hidden Markov model; segmentation;

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper describes an on-line signature verification using HMM (Hidden Markov Model). The system is based on combining local time-based and shape-based comparison between the input signature and the reference model. We proposed a novel initialization algorithm to avoid the local optimal of the HMM's re-estimation. To get reliable segment using HMM, we adopt a meliorated HMM re-estimation algorithm during training. In addition, we use a novel algorithm to avoid losing the important information at cusps in preprocessing. The tests based on databases and in live reveal the feasibility of the proposed method.

引用

页码：256 / 261

页数：6

共 18 条

[11]

Ma MM, 2000, 2000 CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING, CONFERENCE PROCEEDINGS, VOLS 1 AND 2, P890, DOI 10.1109/CCECE.2000.849594

[12]

OHISHI T, 2000, ICPR 00, V4

[13]

PLAMONDON R, 1996, P ICPR 96, V3, P396

[14]

RHEE TH, LINE SIGNATURE VERIF

[15]

Rigoll Gerhard, 1999, ADV HANDWRITING RECO, P69

[16] Off-line signature verification by local granulometric size distributions [J].

Sabourin, R ;

Genest, G ;

Preteux, FJ .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (09) :976-988

[17]

YUE KW, 2000, 2000 IEEE INT C, P4

[18]

ZOU MF, 2002, CACSUK, P390

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