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基于音频的电视新闻节目的主题检索和聚类

王磊 杜利民 王劲林

王磊, 杜利民, 王劲林. 基于音频的电视新闻节目的主题检索和聚类[J]. 电子与信息学报, 2007, 29(10): 2498-2503. doi: 10.3724/SP.J.1146.2006.00272
引用本文: 王磊, 杜利民, 王劲林. 基于音频的电视新闻节目的主题检索和聚类[J]. 电子与信息学报, 2007, 29(10): 2498-2503. doi: 10.3724/SP.J.1146.2006.00272
Wang Lei, Du Li-min, Wang Jin-lin. Audio-based Topic Retrieval and Clustering of TV Broadcasting News[J]. Journal of Electronics & Information Technology, 2007, 29(10): 2498-2503. doi: 10.3724/SP.J.1146.2006.00272
Citation: Wang Lei, Du Li-min, Wang Jin-lin. Audio-based Topic Retrieval and Clustering of TV Broadcasting News[J]. Journal of Electronics & Information Technology, 2007, 29(10): 2498-2503. doi: 10.3724/SP.J.1146.2006.00272

基于音频的电视新闻节目的主题检索和聚类

doi: 10.3724/SP.J.1146.2006.00272

Audio-based Topic Retrieval and Clustering of TV Broadcasting News

  • 摘要: 随着流媒体应用的蓬勃兴起,基于媒体内容的检索和管理逐渐成为当前的学术研究热点。新闻节目作为电视节目的一种常见形式,对其主题进行自动提取检索具有重要的实际意义。该文从电视新闻节目的音频入手,综合应用了播音室语音/非播音室语音分类、说话人转换点检测以及按说话人聚类等多种技术,实现了对电视新闻节目的主题的检索和聚类。实验表明,该文中的方法能够找到新闻节目中96%以上的播音室段落,并对其进行准确归类,显示了这种方法的可行性和潜在价值。
  • Gauvain J L and Adda G. Transcribing broadcast news: the LIMSI Nov96 Hub4 System[J].Proc. ARPA Speech Recognition Workshop, Chantilly, Virginia, 1997: 56-63.[2]Cook G and Robinson T. Transcribing broadcast news with the 1997 ABBOT system. Proc. IEEE International Conference on Acoustic, Speech and Signal Processing, Seattle, 1998: 917-920.Chen S Shaobing and Gopalakrishnan P S. Speaker, environment and channel change detection and clustering via the Bayesian information criterion. Proc. DARPA Broadcast News Transcription and Understanding Workshop, Landsdowne, VA, 1998: 127-132.[3]Delacourt P, Kryze D, and Wellekens C J. Speaker-based segmentation for audio data indexing. Proc. ESCA-ETRW workshop on Accessing Information in Spoken Audio, Cambridge, UK, 1999: 1195-1198.[4]Solomonoff A, Mielke A, Schmidt M, and Gish H. Clustering speakers by their voices. Proc. IEEE International Conference on Acoustic, Speech and Signal Processing, Seattle, 1998: 757-760.Reynolds D A.[J].Singer E, Carlson B A, Orsquo;Leary G C, Mclaughlin J J, and Zissman M A. Blind clustering of speech utterances based on speaker and language characteristics. Proc. the International Conference on Speech and Language Processing, Sydney.1998,:-[5]杨行峻,迟惠生. 语音信号数字处理. 第一版. 北京:电子工业出版社,1995,第4章.[6]Ajmera J and McCowan I. Robust speaker change detection. IEEE Signal Processing Letters.2004, 11(8):649-651.[7]Couvreur L and Boite J M. Speaker tracking in broadcast audio material in the framework of the THISL project. Proc. ESCA-ETRW Workshop on Accessing Information in Spoken Audio, Cambridge, UK, 1999: 84-89.[8]Iurgel U and Meermeier R. New approaches to audic-visual segmentation of TV news for automatic topic retrieval. Proc. IEEE International Conference on Acoustic, Speech and Signal Processing, Salt Lake City, Utah, 2001: 1397-1400.
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出版历程
  • 收稿日期:  2006-03-10
  • 修回日期:  2006-05-30
  • 刊出日期:  2007-10-19

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