Optimal decision fusion for a face verification system

被引:0
|
作者
Tao, Qian [1 ]
Veldhuis, Raymond [1 ]
机构
[1] Univ Twente, Fac EEMCS, Signals & Syst Grp, Enschede, Netherlands
来源
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Fusion is a popular practice to increase the reliability of the biometric verification. In this paper, optimal fusion at decision level by AND rule and OR rule is investigated. Both a theoretical analysis and the experimental results are given. Comparisons are presented between fusion at decision level and fusion at matching score level. For our face verification system, decision fusion proves to be a simple, practical, and effective approach, which significantly improves the performance of the original classifier.
引用
收藏
页码:958 / +
页数:3
相关论文
共 50 条
  • [1] Decision Fusion For Frontal Face Verification
    Nordin, Rosmawati
    Nordin, Md Jan
    [J]. INTERNATIONAL SYMPOSIUM OF INFORMATION TECHNOLOGY 2008, VOLS 1-4, PROCEEDINGS: COGNITIVE INFORMATICS: BRIDGING NATURAL AND ARTIFICIAL KNOWLEDGE, 2008, : 983 - +
  • [2] Information fusion in face and fingerprint identity verification system
    Jiang, CH
    Su, GD
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 3529 - 3535
  • [3] A biometric verification system based on the fusion of palmprint and face features
    Ribaric, S
    Fratric, I
    Kis, K
    [J]. ISPA 2005: PROCEEDINGS OF THE 4TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS, 2005, : 12 - 17
  • [4] Automatic detection of the optimal acceptance threshold in a face verification system
    Diez, RM
    Conde, C
    Cabello, E
    [J]. BIOMETRIC AUTHENTICATION, PROCEEDINGS, 2004, 3087 : 70 - 79
  • [5] Physics-based decorrelation of image data for decision level fusion in face verification
    Kittler, J
    Sadeghi, MT
    [J]. MULTIPLE CLASSIFIER SYSTEMS, PROCEEDINGS, 2004, 3077 : 354 - 363
  • [6] Face verification with a kernel fusion method
    Martin de Diego, Isaac
    Serrano, Angel
    Conde, Cristina
    Cabello, Enrique
    [J]. PATTERN RECOGNITION LETTERS, 2010, 31 (09) : 837 - 844
  • [7] Decision fusion for face authentication
    Czyz, J
    Sadeghi, M
    Kittler, J
    Vandendorpe, L
    [J]. BIOMETRIC AUTHENTICATION, PROCEEDINGS, 2004, 3072 : 686 - 693
  • [8] Decision Fusion-Based System for Automatic Face Emotions Recognition
    Ichim, Loretta
    Dinu, Silviu
    Popescu, Dan
    [J]. INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 2, INTELLISYS 2023, 2024, 823 : 743 - 757
  • [9] Convolutional Fusion Network for Face Verification in the Wild
    Xiong, Chao
    Liu, Luoqi
    Zhao, Xiaowei
    Yan, Shuicheng
    Kim, Tae-Kyun
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2016, 26 (03) : 517 - 528
  • [10] Fusion of global and local features for face verification
    Fang, YC
    Tan, TN
    Wang, YH
    [J]. 16TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL II, PROCEEDINGS, 2002, : 382 - 385