Paralinguistics in speech and language State-of-the-art and the challenge
Paralinguistics in speech and language State-of-the-art and the challenge
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DOI：
10.1016/j.csl.2012.02.005
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发表时间：
2013-01-01
影响因子：
4.3
通讯作者：
Narayanan, Shrikanth
中科院分区：
文献类型：
--
作者：
Schuller, Bjoern;Steidl, Stefan;Narayanan, Shrikanth
副语言分析正日益成为语音和语言处理领域的一个主流话题。本文旨在通过定义该领域、介绍典型应用程序、展示示例性资源以及共享处理链的统一视图，对这个不断发展的领域进行广泛概述。然后介绍了作者在INTERSPEECH 2010组织的第一次更广泛的副语言挑战，包括对识别年龄、性别和影响的挑战任务的历史概述，参与者使用的方法的总结，以及他们的结果。此外，我们提出了通过融合参与者的预测获得的新基准，并讨论了语音和语言副语言学分析的十个最新和新兴趋势。(C) 2012 Elsevier Ltd.版权所有。
Paralinguistic analysis is increasingly turning into a mainstream topic in speech and language processing. This article aims to provide a broad overview of the constantly growing field by defining the field, introducing typical applications, presenting exemplary resources, and sharing a unified view of the chain of processing. It then presents the first broader Paralinguistic Challenge organised at INTERSPEECH 2010 by the authors including a historical overview of the Challenge tasks of recognising age, gender, and affect, a summary of methods used by the participants, and their results. In addition, we present the new benchmark obtained by fusion of participants' predictions and conclude by discussing ten recent and emerging trends in the analysis of paralinguistics in speech and language. (C) 2012 Elsevier Ltd. All rights reserved.