On the Impact of Non-speech Sounds on Speaker Recognition

被引：0
|
作者：
Janicki, Artur [1 ]
机构：
[1] Warsaw Univ Technol, Inst Telecommun, PL-00665 Warsaw, Poland
来源：
TEXT, SPEECH AND DIALOGUE, TSD 2012 | 2012年 / 7499卷
关键词：
speaker recognition; GMM-UBM; non-speech sounds; TIMIT;
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：
This paper investigates the impact of non-speech sounds on the performance of speaker recognition. Various experiments were conducted to check what the accuracy of speaker classification would be if non-speech sounds, such as breaths, were removed from the training and/or testing speech. Experiments were run using the GMM-UBM algorithm and speech taken from the TIMIT speech corpus, either original or transcoded using the G.711 or GSM 06.10 codecs. The results show a remarkable contribution of non-speech sounds to the overall speaker recognition performance.
引用
收藏
页码：566 / 572
页数：7
相关论文
共 50 条
  • [1] Speaker Non-speech Event Recognition with Standard Speech Datasets
    Rajnoha, J.
    ACTA POLYTECHNICA, 2007, 47 (4-5) : 107 - 111
  • [2] LOCALIZATION OF SPEECH AND NON-SPEECH SOUNDS
    SHIGENO, S
    OYAMA, T
    JAPANESE PSYCHOLOGICAL RESEARCH, 1983, 25 (02) : 112 - 117
  • [3] On the Applicability of Speaker Diarization to Audio Indexing of Non-Speech and Mixed Non-Speech/Speech Video Soundtracks
    Mertens, Robert
    Huang, Po-Sen
    Gottlieb, Luke
    Friedland, Gerald
    Divakaran, Ajay
    Hasegawa-Johnson, Mark
    INTERNATIONAL JOURNAL OF MULTIMEDIA DATA ENGINEERING & MANAGEMENT, 2012, 3 (03): : 1 - 19
  • [4] Audemes at work: Investigating features of non-speech sounds to maximize content recognition
    Ferati, Mexhid
    Pfaff, Mark S.
    Mannheimer, Steve
    Bolchini, Davide
    INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2012, 70 (12) : 936 - 966
  • [5] A semiotic approach to the design of non-speech sounds
    Murphy, Emma
    Pirhonen, Antti
    McAllister, Graham
    Yu, Wai
    HAPTIC AND AUDIO INTERACTION DESIGN, PROCEEDINGS, 2006, 4129 : 121 - 132
  • [6] The discrimination of and orienting to speech and non-speech sounds in children with autism
    Lepistö, T
    Kujala, T
    Vanhala, R
    Alku, P
    Huotilainen, M
    Näätänen, R
    BRAIN RESEARCH, 2005, 1066 (1-2) : 147 - 157
  • [7] Distinctive magnetic activity elicited by speech and non-speech sounds
    Miyagishima, K.
    Imaizumi, S.
    Mori, K.
    Yoneda, K.
    Kiritani, S.
    Yumoto, M.
    Journal of the Acoustical Society of Japan (E) (English translation of Nippon Onkyo Gakkaishi), 1994, 15 (03):
  • [8] Hemispheric processing of duration changes in speech and non-speech sounds
    Takegata, R
    Nakagawa, S
    Tonoike, M
    Näätänen, R
    NEUROREPORT, 2004, 15 (10) : 1683 - 1686
  • [9] Non-Speech Sounds Classification for People with Hearing Disabilities
    Lozano, H.
    Hernaez, I.
    Navas, E.
    Gonzalez, F. J.
    Idigoras, I.
    CHALLENGES FOR ASSISTIVE TECHNOLOGY, 2007, 20 : 276 - 280
  • [10] Pattern recognition of non-speech audio
    Aucouturier, Jean-Julien
    Daudet, Laurent
    PATTERN RECOGNITION LETTERS, 2010, 31 (12) : 1487 - 1488
12345