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A study on new strategy of emotion recognition in speech

A study on new strategy of emotion recognition in speech
语音情感识别新策略研究
批准号:
22650032
负责人:
AKAGI Masato
金额:
$2.12万
依托单位国家:
日本
项目类别:
Grant-in-Aid for Challenging Exploratory Research
财政年份:
2010
资助国家:
日本
项目状态:
已结题
起止时间:
2010 至 2012

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项目成果

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中文摘要
翻译
本研究提出了一种语音中的情感识别方法,该方法不仅可以估计语音中的情感本身,而且可以估计包含多个情感的语音中每种情感的程度。这种方法将每种情绪表示为基本因素向量的合成向量,即唤醒-价位-优势。将该方法与我们提出的情感感知模型应用于语音中的情感识别,结果表明,语音到情感空间的映射最符合人的反应。此外,与GMM相比,该方法的识别率也有很大提高。
英文摘要
This study proposed a method of emotion recognition in speech, which can estimate not only the emotion itself but the degree of each emotion from speech that plural emotions are included in. This method represents each emotion as a resultant vector of the basic factor vectors, Arousal-Valence-Dominance. As the results of applying this method with our already proposed emotion perception model to emotion recognition in speech, the mapping of speech to the emotional space is the most correspondent to human responses. In addition, the recognition accuracy is also greatly excellent at the recognition rate compared with that by GMM.
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会议论文
A Hybrid Speech Emotion Recognition System Based on Spectral and Prosodic Features
基于谱和韵律特征的混合语音情感识别系统
DOI: 10.1587/transinf.e93.d.2813
发表时间: 2010-10
期刊: IEICE Transactions on Information and Systems
影响因子: 0.7
作者: [Li, Junfeng, Sun, Yanqing, Sun, Yanqing, Zhang, Jianping, Zhang, Jianping, Yan, Yonghong, Yan, Yonghong, Akagi, Masato, Akagi, Masato]
通讯作者: Akagi, Masato
音声に含まれる感情情報の認識-感情空間をどのように表現するか
言语中包含的情感信息识别——如何表达情感空间
DOI: --
发表时间: 2010
期刊: 日本音響学会誌
影响因子: --
作者: [Dang, J., Li, A., Erickson, D., Suemitsu, A., Akagi, M., Sakuraba, K., Mienmatasu, N., Hirose, K., 赤木正人]
通讯作者: 赤木正人
音声に含まれる感情情報の認識 -感情空間をどのように表現するか-
言语中包含的情感信息识别-如何表达情感空间-
DOI: --
发表时间: 2010
期刊: 日本音響学会誌
影响因子: --
作者: [Zhou, Y., Li, J., Sun, Y., Zhang, J., Yan, Y., and Akagi, M., 赤木正人]
通讯作者: 赤木正人
A Three-layered model for Automatic Speech Emotion Recognition using a Dimensional Approach
使用维度方法的自动语音情感识别的三层模型
DOI: --
发表时间: 2012
期刊:
影响因子: --
作者: [Elbarougy Reda, Masato Akagi]
通讯作者: Masato Akagi
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