Multimodal Biometric Person Recognition by Feature Fusion

被引:0
作者
Huang, Lin [1 ]
Yu, Chenxi [2 ]
Cao, Xinzhe [3 ]
机构
[1] Metro State Univ Denver, Dept Engn & Engn Technol, Denver, CO 80204 USA
[2] Dianguang Equipment Inst, Dept Technol, Luoyang, Peoples R China
[3] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA
来源
2018 5TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE 2018) | 2018年
关键词
biometrics; multimodal biometrics; bimodal biometrics; feature extraction; fusion; Simulated Annealing; Genetic Algorithm; ALGORITHM;
D O I
10.1109/ICISCE.2018.00238
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fusion for multimodal biometrics can be done in various levels. Among them, the score and decision fusion levels have been widely studied in the literature, but feature fusion level is a relatively understudied problem. This paper proposes a feature fusion method based on the Simulated Annealing (SA) technique. A study is conducted to compare the results obtained by the SA technique with the ones obtained by the Genetic Algorithm (GA). The experimental result shows that both methods achieve the same accuracy performance in feature fusion level, while the SA technique is computationally more efficient than the GA method.
引用
收藏
页码:1158 / 1162
页数:5
相关论文
共 18 条
  • [1] [Anonymous], 1987, SIMULATED ANNEALING
  • [2] [Anonymous], 2006, THESIS
  • [3] Bhatnagar J., 2007, Proc. of the IEEE Conference on Computer Vision and Pattern Recognition CVPR, P1
  • [4] A tutorial on text-independent speaker verification
    Bimbot, F
    Bonastre, JF
    Fredouille, C
    Gravier, G
    Magrin-Chagnolleau, I
    Meignier, S
    Merlin, T
    Ortega-García, J
    Petrovska-Delacrétaz, D
    Reynolds, DA
    [J]. EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2004, 2004 (04) : 430 - 451
  • [5] Fox N, 2003, LECT NOTES COMPUT SC, V2688, P743
  • [6] CEPSTRAL ANALYSIS TECHNIQUE FOR AUTOMATIC SPEAKER VERIFICATION
    FURUI, S
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1981, 29 (02): : 254 - 272
  • [7] Huang L.J., 2010, Doctoral Dissertation
  • [8] A method towards biometric feature fusion
    Huang, Lin
    Zhuang, Hanqi
    Morgera, Salvatore D.
    [J]. INTERNATIONAL JOURNAL OF BIOMETRICS, 2009, 1 (04) : 479 - 494
  • [9] Jain A. K., 2006, Handbook of Multibiometrics
  • [10] Multibiometric systems
    Jain, AK
    Ross, A
    [J]. COMMUNICATIONS OF THE ACM, 2004, 47 (01) : 34 - +