ROBUST WORD BOUNDARY DETECTION IN SPONTANEOUS SPEECH USING ACOUSTIC AND LEXICAL CUES

被引:6
|
作者
Tsiartas, Andreas [1 ]
Ghosh, Prasanta Kumar [1 ]
Georgiou, Panayiotis [1 ]
Narayanan, Shrikanth [1 ]
机构
[1] Univ So Calif, Dept Elect Engn, Speech Anal & Interpretat Lab, Los Angeles, CA 90089 USA
关键词
word boundary; sentence segmentation; OOV detection; ALGORITHM; NOISE;
D O I
10.1109/ICASSP.2009.4960701
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
We consider the problem of word boundary detection in spontaneous speech utterances. Acoustic features have been well explored in the literature in the context of word boundary detection; however, in spontaneous speech of Switchboard-I corpus, we found that the accuracy of word boundary detection using acoustic features is poor (F-score similar to 0.63). We propose a new feature - that captures lexical cues in the context of the word boundary detection problem. We show that including proposed lexical feature along with the usual acoustic features, the accuracy of the word boundary detection improves considerably (F-score similar to 0.81). We also demonstrate the robustness of our proposed feature in presence of different noise levels for additive white and pink noise.
引用
收藏
页码:4785 / 4788
页数:4
相关论文
共 50 条
  • [1] Lattice-based Lexical Cues for Word Fragment Detection in Conversational Speech
    Audhkhasi, Kartik
    Georgiou, Panayiotis
    Narayanan, Shrikanth
    [J]. 2009 IEEE WORKSHOP ON AUTOMATIC SPEECH RECOGNITION & UNDERSTANDING (ASRU 2009), 2009, : 568 - 573
  • [2] Acoustic cues to lexical segmentation: A study of resynthesized speech
    Spitzer, Stephanie M.
    Liss, Julie M.
    Mattys, Sven L.
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2007, 122 (06): : 3678 - 3687
  • [3] Automatic Recognition of Spontaneous Emotions in Speech Using Acoustic and Lexical Features
    Truong, Khict P.
    Raaijmakers, Stephan
    [J]. MACHINE LEARNING FOR MULTIMODAL INTERACTION, PROCEEDINGS, 2008, 5237 : 161 - +
  • [4] Acoustic cues to femininity and masculinity in spontaneous speech
    Nylen, Fredrik
    Holmberg, Jenny
    Soedersten, Maria
    [J]. JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA, 2024, 155 (05): : 3090 - 3100
  • [5] An acoustic measure for word prominence in spontaneous speech
    Wang, Dagen
    Narayanan, Shrikanth
    [J]. IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (02): : 690 - 701
  • [6] WORD BOUNDARY CUES IN CLEAR SPEECH - A SUPPLEMENTARY REPORT
    CUTLER, A
    BUTTERFIELD, S
    [J]. SPEECH COMMUNICATION, 1991, 10 (04) : 335 - 353
  • [7] Robust word boundary detection using fuzzy logic
    Beritelli, F
    [J]. ELECTRONICS LETTERS, 2000, 36 (09) : 846 - 848
  • [8] LEXICAL SEGMENTATION CUES IN SPONTANEOUS SPEECH - MORE QUESTIONS THAN ANSWERS
    SCHU, J
    STEIN, S
    [J]. DEUTSCHE SPRACHE, 1994, 22 (03): : 241 - 260
  • [9] Speech Recognition with Word Fragment Detection Using Prosody Features for Spontaneous Speech
    Yeh, Jui-Feng
    Yen, Ming-Chi
    [J]. APPLIED MATHEMATICS & INFORMATION SCIENCES, 2012, 6 (02): : 669S - 675S
  • [10] Robust speech recognition using time boundary detection
    Mohajer, K
    Hu, ZM
    [J]. MULTISENSOR, MULTISOURCE INFORMATION FUSION: ARCHITECTURES, ALGORITHMS, AND APPLICATIONS 2003, 2003, 5099 : 335 - 343