Speech-to-text and speech-to-speech summarization of spontaneous speech

被引:98
作者
Furui, S [1 ]
Kikuchi, T
Shinnaka, Y
Hori, C
机构
[1] Tokyo Inst Technol, Dept Comp Sci, Tokyo 1528552, Japan
[2] NTT Corp, Commun Sci Labs, Intelligent Commun Lab, Kyoto 6190237, Japan
来源
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING | 2004年 / 12卷 / 04期
关键词
presentation; speech recognition; speech summarization; speech-to-speech; speech-to-text; spontaneous speech;
D O I
10.1109/TSA.2004.828699
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper presents techniques for speech-to-text and speech-to-speech automatic summarization based on speech unit extraction and concatenation. For the former case, a two-stage summarization method consisting of important sentence extraction and word-based sentence compaction is investigated. Sentence and word units which maximize the weighted sum of linguistic likelihood, amount of information, confidence measure, and grammatical likelihood of concatenated units are extracted from the speech recognition results and concatenated for producing summaries. For the latter case, sentences, words, and between-filler units are investigated as units to be extracted from original speech. These methods are applied to the summarization of unrestricted-domain spontaneous presentations and evaluated by objective and subjective measures. It was confirmed that proposed methods are effective in spontaneous speech summarization.
引用
收藏
页码:401 / 408
页数:8
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