Online Signature Verification Algorithm with a User-Specific Global-Parameter Fusion Model

被引:8
|
作者
Muramatsu, Daigo [1 ]
Matsumoto, Takashi [2 ]
机构
[1] Seikei Univ, Dept Elect & Machan Engn, Tokyo, Japan
[2] Waseda Univ, Dept Elect Engn & Biosci, Tokyo, Japan
关键词
Biometrics; Online Signature Verification; Fusion; IDENTIFICATION; DATABASE;
D O I
10.1109/ICSMC.2009.5346689
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Fusion is a promising strategy to improve performance in biometrics, and many fusion methods have been proposed. Most of them are user-generic fusion strategies, because generating user-specific strategies for each user is difficult. In this paper, we propose an online signature verification method using a user-specific global-parameter fusion model. The basic fusion model is a user-generic (global-parameter) fusion model, but by introducing a user-dependent mean vector, we can generate a user-specific fusion model. To evaluate the proposed algorithm, several experiments were performed by using three public databases. The proposed algorithm yielded equal error rates (EERs) of 4.0%, 8.6%, and 6.1% for the MCYT, SVC2004 task2, and MyIDea databases, respectively.
引用
收藏
页码:486 / +
页数:3
相关论文
共 50 条
  • [1] IMPROVING ONLINE SIGNATURE VERIFICATION BY USER-SPECIFIC LIKELIHOOD RATIO SCORE NORMALIZATION
    Boutellaa, Elhocine
    Bengherabi, Messaoud
    Harizi, Farid
    2013 8TH INTERNATIONAL WORKSHOP ON SYSTEMS, SIGNAL PROCESSING AND THEIR APPLICATIONS (WOSSPA), 2013, : 296 - 300
  • [2] Online optimization for user-specific hybrid recommender systems
    Simon Dooms
    Toon De Pessemier
    Luc Martens
    Multimedia Tools and Applications, 2015, 74 : 11297 - 11329
  • [3] Online Learning of User-Specific Destination Prediction Models
    Davami, Erfan
    Sukthankar, Gita
    PROCEEDINGS OF THE 2012 ASE INTERNATIONAL CONFERENCE ON SOCIAL INFORMATICS (SOCIALINFORMATICS 2012), 2012, : 40 - 43
  • [4] Online optimization for user-specific hybrid recommender systems
    Dooms, Simon
    De Pessemier, Toon
    Martens, Luc
    MULTIMEDIA TOOLS AND APPLICATIONS, 2015, 74 (24) : 11297 - 11329
  • [5] Online signature verification based on user-generic fusion model with Markov Chain Monte Carlo method
    Kinoshita, Shintaro
    Muramatsu, Daigo
    Matsumoto, Takashi
    2006 INTERNATIONAL SYMPOSIUM ON INTELLIGENT SIGNAL PROCESSING AND COMMUNICATIONS, VOLS 1 AND 2, 2006, : 355 - +
  • [6] Online Signature Verification Based on User-Generic Fusion Model with Markov Chain Monte Carlo, Taking into Account User Individuality
    Koishi, Kyosuke
    Kinoshita, Shintaro
    Muramatsu, Daigo
    Matsumoto, Takashi
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2009, 13 (04) : 447 - 456
  • [7] A Novel User-Specific Face and Palmprint Feature Level Fusion
    Fu, Yao
    Ma, Zhixing
    Qi, Miao
    Li, Jinsong
    Li, Xiaolu
    Lu, Yinghua
    2008 INTERNATIONAL SYMPOSIUM ON INTELLIGENT INFORMATION TECHNOLOGY APPLICATION, VOL III, PROCEEDINGS, 2008, : 296 - 300
  • [8] Integrating Iris and Signature Traits for Personal Authentication Using User-Specific Weighting
    Viriri, Serestina
    Tapamo, Jules R.
    SENSORS, 2012, 12 (04): : 4324 - 4338
  • [9] An Efficient DTW Algorithm for Online Signature Verification
    Patil, Bhushan V.
    Patil, Punam R.
    2018 INTERNATIONAL CONFERENCE ON ADVANCES IN COMMUNICATION AND COMPUTING TECHNOLOGY (ICACCT), 2018, : 50 - 54
  • [10] Writer Specific Parameters for Online Signature Verification
    Manjunatha, K. S.
    Manjunath, S.
    Guru, D. S.
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON FRONTIERS IN INTELLIGENT COMPUTING: THEORY AND APPLICATIONS, (FICTA 2016), VOL 2, 2017, 516 : 407 - 416