Biometric Speaker Recognition Using Neural Networks and Wavelet Transform

被引:0
|
作者
Daghbosheh, Mohammed [1 ]
Hattab, Ezz [1 ]
Bisher, Ahmad
机构
[1] Arab Acad Banking & Financial Sci, Amman, Jordan
关键词
Neural Networks; Wavelet; Speaker Recognition; Biometrics; Feature Extraction;
D O I
暂无
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The use of biometric information has been known widely for both person identification and security application. It is common knowledge that each person can be identified by the unique characteristics of one or more of person biometrics. One of the biometric characteristics of that a person can be identified by his voice. This research attempts to find the best discrete coefficient that can be selected from one or more level using neural network as classifier. This research is concerned with studying the feature extracted from discrete wavelet transformation using feed-forward Back-Propagation neural network classifiers. The neural networks trained with features those extracted from discrete wavelet transformed voice record. The reliability of the neural network architecture is studied in this research to get the best recognition rate. The data set of testing consist of different sounds recorded from ten different persons (three female and seven males) using normal PC sound recorder.
引用
下载
收藏
页码:1 / 8
页数:8
相关论文
共 50 条
  • [21] Wavelet Transform for the Analysis of Convolutional Neural Networks in Texture Recognition
    Florindo, Joao Batista
    PROCEEDINGS OF THE 17TH INTERNATIONAL JOINT CONFERENCE ON COMPUTER VISION, IMAGING AND COMPUTER GRAPHICS THEORY AND APPLICATIONS (VISAPP), VOL 4, 2022, : 502 - 509
  • [22] Wavelet Transform Assisted Neural Networks for Human Activity Recognition
    Sengupta, Roshwin
    Polian, Ilia
    Hayes, John P.
    2022 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS 22), 2022, : 1254 - 1258
  • [23] Directional Continuous Wavelet Transform Applied to Handwritten Numerals Recognition Using Neural Networks
    Romero, Diego J.
    Seijas, Leticia M.
    Ruedin, Ana M.
    JOURNAL OF COMPUTER SCIENCE & TECHNOLOGY, 2007, 7 (01): : 66 - 71
  • [24] Speaker identification using multimodal neural networks and wavelet analysis
    Almaadeed, Noor
    Aggoun, Amar
    Amira, Abbes
    IET BIOMETRICS, 2015, 4 (01) : 18 - 28
  • [25] Speaker Recognition Using Neural Networks and Conventional Classifiers
    Farrell, Kevin R.
    Mammone, Richard J.
    Assaleh, Khaled T.
    IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1994, 2 (01): : 194 - 205
  • [26] AN APPLICATION OF SPEAKER RECOGNITION USING ARTIFICIAL NEURAL NETWORKS
    Caner, Murat
    Ustun, Seydi Vakkas
    PAMUKKALE UNIVERSITY JOURNAL OF ENGINEERING SCIENCES-PAMUKKALE UNIVERSITESI MUHENDISLIK BILIMLERI DERGISI, 2006, 12 (02): : 279 - 284
  • [27] Speaker recognition using pulse coupled neural networks
    Timoszczuk, Antonio Pedro
    Cabral, Euvaldo F., Jr.
    2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 1965 - +
  • [28] Speaker recognition using convolutional siamese neural networks
    Jung H.
    Yoon S.
    Park N.
    Transactions of the Korean Institute of Electrical Engineers, 2020, 69 (01): : 164 - 169
  • [29] A methodology based on wavelet packet for speaker transform recognition
    Mang, Ya-Dong
    Sun, Fu-Yuan
    2007 INTERNATIONAL CONFERENCE ON WAVELET ANALYSIS AND PATTERN RECOGNITION, VOLS 1-4, PROCEEDINGS, 2007, : 767 - 771
  • [30] Classification of ballistocardiography using wavelet transform and neural networks
    Yu, XS
    Dent, D
    Osborn, C
    PROCEEDINGS OF THE 18TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 18, PTS 1-5, 1997, 18 : 937 - 938