Presentation 2010-12-21
Evaluation of Successive Rapid Hypothesis Determination Algorithm for Continuous Word Recognition
Hiroyuki OHNO, Hiroshi KOJIMA, Yoshihiko NANKAKU, Akinobu LEE, Keiichi TOKUDA,
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Abstract(in English) Minimizing response delay of speech recognition system and giving rapid feed backs are important properties for an intuitive, easy-to-use speech interfaces. Many studies has been conducted to improve the response delay, such as making progressive outputs while recognition process "after" the words are half-determined in the context. In order to achieve higher speed input responses, we have proposed an algorithm to determine the most likely hypothesis "before" the utterance ends. The method has been examined for isolated word recognition, and this paper extends it for continuous word recognition. Experimental evaluations were performed for tasks of various vocabulary size. The result at a small vocabulary task with 14 words has shown that our proposed algorithm can determine each word for about 0.053 second prior to the actual end of speech on average, without any degradation of recognition accuracy. Another result on a station names recognition task with vocabulary size of 8738 has shown that our proposed algorithm can determine each word for about 0.48 second on average after the actual end of speech. The comparison results on various acoustic models are also reported.
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Keyword(in English) Speech recognition / search algorithm / progressive output / tree lexicon / confidence measure
Paper # NLC2010-21,SP2010-94
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Committee NLC
Conference Date 2010/12/13(1days)
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Paper Information
Registration To Natural Language Understanding and Models of Communication (NLC)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Evaluation of Successive Rapid Hypothesis Determination Algorithm for Continuous Word Recognition
Sub Title (in English)
Keyword(1) Speech recognition
Keyword(2) search algorithm
Keyword(3) progressive output
Keyword(4) tree lexicon
Keyword(5) confidence measure
1st Author's Name Hiroyuki OHNO
1st Author's Affiliation Department of Computer Science and Engineering, Nagoya Institute of Technology()
2nd Author's Name Hiroshi KOJIMA
2nd Author's Affiliation Department of Computer Science and Engineering, Nagoya Institute of Technology:(Present Office)Hitachi Solutions, Ltd.
3rd Author's Name Yoshihiko NANKAKU
3rd Author's Affiliation Department of Computer Science and Engineering, Nagoya Institute of Technology
4th Author's Name Akinobu LEE
4th Author's Affiliation Department of Computer Science and Engineering, Nagoya Institute of Technology
5th Author's Name Keiichi TOKUDA
5th Author's Affiliation Department of Computer Science and Engineering, Nagoya Institute of Technology
Date 2010-12-21
Paper # NLC2010-21,SP2010-94
Volume (vol) vol.110
Number (no) 356
Page pp.pp.-
#Pages 6
Date of Issue