A Hybrid Approach with the Wavelet Transform, Modular Neural Networks and Fuzzy Integrals for Face and Fingerprint Recognition

被引:0
|
作者
Alvarado, Manuel [1 ]
Melin, Patricia [2 ]
Lopez, Miguel [2 ]
Mancilla, Alejandra [2 ]
Castillo, Oscar [2 ]
机构
[1] Tijuana Inst Technol, Tijuana, Mexico
[2] Inst Technol, Grad Div Tijuana, Tijuana, Mexico
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
In this paper a new approach for pattern recognition using wavelets, modular neural networks and fuzzy logic is presented. A new architecture for modular neural networks for achieving pattern recognition in the particular case of human faces and fingerprints is described. Also, the method for achieving response integration is based on the fuzzy Sugeno integral with some modifications for the particular application. Response integration is required to combine the outputs of all the modules in the modular network. The Wavelet Transform is used for image compression.
引用
收藏
页码:19 / +
页数:2
相关论文
共 50 条
  • [41] Modular neural networks with fuzzy Sugeno integral for pattern recognition
    Melin, P
    Gonzalez, C
    Bravo, D
    NAFIPS 2005 - 2005 Annual Meeting of the North American Fuzzy Information Processing Society, 2005, : 602 - 606
  • [42] Hybrid deep neural networks for face emotion recognition
    Jain, Neha
    Kumar, Shishir
    Kumar, Amit
    Shamsolmoali, Pourya
    Zareapoor, Masoumeh
    PATTERN RECOGNITION LETTERS, 2018, 115 : 101 - 106
  • [43] Automatic digital modulation recognition using wavelet transform and neural networks
    Wu, ZL
    Ren, GH
    Wang, XX
    Zhao, YQ
    ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 1, 2004, 3173 : 936 - 940
  • [44] Visual defect recognition with stationary wavelet transform based neural networks
    Cui, Qiang
    Li, Yafeng
    Bian, Hongwei
    Kong, Jie
    Dong, Yunwei
    DIGITAL SIGNAL PROCESSING, 2025, 158
  • [45] Face recognition system based on neural networks and fuzzy logic
    Fadzil, A
    Choon, LC
    1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 1638 - 1643
  • [46] Face recognition using supervised feedforward fuzzy neural networks
    Saradha, A.
    Annadurai, S.
    CHINESE JOURNAL OF ELECTRONICS, 2006, 15 (4A): : 813 - 817
  • [47] Iris recognition using discrete wavelet transform and artificial neural networks
    Alim, OA
    Sharkas, M
    Proceedings of the 46th IEEE International Midwest Symposium on Circuits & Systems, Vols 1-3, 2003, : 337 - 340
  • [48] Recognition of ultrasound images using wavelet transform and artificial neural networks
    Juarez-Landin, C
    Ponomaryov, V
    Sanchez-Ramirez, JL
    IEEE CAMSAP 2005: First International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2005, : 173 - 176
  • [49] Automatic face recognition: fuzzy classification versus neural networks
    Altaf, Usamah
    Klinkenberg, Ralf
    Dagli, Cihan
    Microcomputer Applications, 1996, 15 (02): : 58 - 65
  • [50] Face Recognition With an Improved Interval Type-2 Fuzzy Logic Sugeno Integral and Modular Neural Networks
    Melin, Patricia
    Mendoza, Olivia
    Castillo, Oscar
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2011, 41 (05): : 1001 - 1012