Time-frequency representations in speech perception

被引:12
|
作者
Gomez-Vilda, Pedro [1 ]
Ferrandez-Vicente, Jose M. [2 ]
Rodellar-Biarge, Victoria [1 ]
Fernandez-Baillo, Roberto [1 ]
机构
[1] Univ Politecn Madrid, Fac Informat, E-28660 Madrid, Spain
[2] Univ Politecn Cartagena, Cartagena 30202, Spain
关键词
Bio-inspired speech processing; Speech perception; Acoustic-phonetics; Phonetic boundaries and classes; Minimal semantic units; ORGANIZATION; INTEGRATION; DOMAIN;
D O I
10.1016/j.neucom.2008.04.056
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Nowadays applications demand a comprehensive view of voice and speech perception to build more complex and competitive procedures amenable of extracting as much knowledge from sound-based human communication as possible. Many knowledge-extraction tasks from speech and voice may share signal treatment procedures which can be devised under the point of view of bio-inspiration. The present paper examines a hierarchy of sound processing functionalities at the auditory and perceptual levels on the Auditory Neural pathways which can be translated into bio-inspired speech-processing techniques, their fundamental characteristics being analyzed in relation with current tendencies in cognitive audio processing. The pathways linking the peripheral auditory system (cochlear complex) with the brain cortex are briefly examined, with special attention to the study of neuronal structures showing specific capabilities under the point of view of formant analysis and the build-up of a semantic hierarchy from the time-frequency structure of speech to explore their capability of conveying semantics to speech processing and understanding from the minimal acoustic clues with elementary meaning or "sematoms". The replication of known biological functionality by algorithmic methods through bio-inspiration is a secondary aim of the research. Examples extracted from speech processing tasks in the domain of acoustic-phonetics are presented. These may find applicability in speech recognition, speaker's characterization and biometry, emotion detection, and others related. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:820 / 830
页数:11
相关论文
共 50 条
  • [31] The Linear Canonical Transform and Time-Frequency Representations
    Xiang, Qiang
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON EDUCATION, MANAGEMENT, INFORMATION AND MEDICINE (EMIM 2015), 2015, 8 : 728 - 733
  • [32] Construction of time-frequency representations from moments
    Cohen, Leon
    Loughlin, Patrick
    Davidson, Keith
    ADVANCED SIGNAL PROCESSING ALGORITHMS, ARCHITECTURES, AND IMPLEMENTATIONS XVII, 2007, 6697
  • [33] Singing voice features by time-frequency representations
    Mesaros, A
    Lupu, E
    Rusu, C
    ISPA 2003: PROCEEDINGS OF THE 3RD INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS, PTS 1 AND 2, 2003, : 471 - 475
  • [34] Recursive implementation of some time-frequency representations
    Richard, C
    Lengelle, R
    PROCEEDINGS OF THE IEEE-SP INTERNATIONAL SYMPOSIUM ON TIME-FREQUENCY AND TIME-SCALE ANALYSIS, 1996, : 313 - 316
  • [35] A SIMPLE SCHEME FOR ADAPTING TIME-FREQUENCY REPRESENTATIONS
    JONES, DL
    BARANIUK, RG
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (12) : 3530 - 3535
  • [36] Recursive kernels for time-frequency signal representations
    Amin, MG
    IEEE SIGNAL PROCESSING LETTERS, 1996, 3 (01) : 16 - 18
  • [37] ON THE LOCALIZATION OF JOINT REPRESENTATIONS IN THE TIME-FREQUENCY PLANE
    FLANDRIN, P
    ESCUDIE, B
    COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE I-MATHEMATIQUE, 1982, 295 (07): : 475 - 478
  • [38] Time-frequency representations of high order harmonics
    Gaarde, MB
    OPTICS EXPRESS, 2001, 8 (10): : 529 - 536
  • [39] A RESOLUTION COMPARISON OF SEVERAL TIME-FREQUENCY REPRESENTATIONS
    JONES, DL
    PARKS, TW
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1992, 40 (02) : 413 - 420
  • [40] Vector-valued time-frequency representations
    Cunningham, GS
    Williams, WJ
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (07) : 1642 - 1656