PHASE-BASED INFORMATION FOR VOICE PATHOLOGY DETECTION

被引:0
|
作者
Drugman, Thomas [1 ]
Dubuisson, Thomas [1 ]
Dutoit, Thierry [1 ]
机构
[1] Univ Mons, TCTS Lab, B-7000 Mons, Belgium
关键词
Voice pathology; Phase Information; Group Delay; Mixed-Phase Model;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In most current approaches of speech processing, information is extracted from the magnitude spectrum. However recent perceptual studies have underlined the importance of the phase component. The goal of this paper is to investigate the potential of using phase-based features for automatically detecting voice disorders. It is shown that group delay functions are appropriate for characterizing irregularities in the phonation. Besides the respect of the mixed-phase model of speech is discussed. The proposed phase-based features are evaluated and compared to other parameters derived from the magnitude spectrum. Both streams are shown to be interestingly complementary. Furthermore phase-based features turn out to convey a great amount of relevant information, leading to high discrimination performance.
引用
下载
收藏
页码:4612 / 4615
页数:4
相关论文
共 50 条
  • [21] Automatic Phase-Based Edge Detection of Corneal Sheimpflug Images
    Ji, Chunhong
    Yu, Jinhua
    Wang, Yuanyuan
    Li, Tianjie
    Tian, Lei
    Zheng, Yongping
    2014 IEEE WORKSHOP ON ELECTRONICS, COMPUTER AND APPLICATIONS, 2014, : 840 - 843
  • [22] Unknown Crowd Event Detection from Phase-Based Statistics
    Briassouli, Alexia
    2018 15TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE (AVSS), 2018, : 217 - 222
  • [23] Phase-based road detection in multi-source images
    Sengupta, SK
    Lopez, AS
    Brase, JM
    Paglieroni, DW
    IGARSS 2004: IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM PROCEEDINGS, VOLS 1-7: SCIENCE FOR SOCIETY: EXPLORING AND MANAGING A CHANGING PLANET, 2004, : 3833 - 3836
  • [24] Integrity monitoring of carrier phase-based ephemeris fault detection
    Li, Liang
    Liu, Xiaosong
    Jia, Chun
    Cheng, Chun
    Li, Jiaxiang
    Zhao, Lin
    GPS SOLUTIONS, 2020, 24 (02)
  • [25] Integrity monitoring of carrier phase-based ephemeris fault detection
    Liang Li
    Xiaosong Liu
    Chun Jia
    Chun Cheng
    Jiaxiang Li
    Lin Zhao
    GPS Solutions, 2020, 24
  • [26] Combining Phase-based Features for Replay Spoof Detection System
    Srinivas, Kantheti
    Das, Rohan Kumar
    Patil, Hemant A.
    2018 11TH INTERNATIONAL SYMPOSIUM ON CHINESE SPOKEN LANGUAGE PROCESSING (ISCSLP), 2018, : 151 - 155
  • [27] Improvement of phase-based algorithms for disparity estimation by means of magnitude information
    Ahlvers, U
    Zoelzer, W
    ICIP: 2004 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1- 5, 2004, : 3025 - 3028
  • [28] Voice Pathology Detection and Discrimination Based on Modulation Spectral Features
    Markaki, Maria
    Stylianou, Yannis
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2011, 19 (07): : 1938 - 1948
  • [29] DECODING PHASE-BASED INFORMATION FROM SSVEP RECORDINGS: A COMPARATIVE STUDY
    Manyakov, Nikolay V.
    Chumerin, Nikolay
    Combaz, Adrien
    Robben, Arne
    van Vliet, Marijn
    Van Hulle, Marc M.
    2011 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2011,
  • [30] Voice Pathology Detection with MDVP Parameters Using Arabic Voice Pathology Database
    Al-nasheri, Ahmed
    Ali, Zulfiqar
    Muhammad, Ghulam
    Alsulaiman, Mansour
    Almalki, Khalid H.
    Mesallam, Tamer A.
    Farahat, Mohamed
    2015 5TH NATIONAL SYMPOSIUM ON INFORMATION TECHNOLOGY: TOWARDS NEW SMART WORLD (NSITNSW), 2015,