Style estimation of speech based on multiple regression hidden semi-Markov model

Style estimation of speech based on multiple regression hidden semi-Markov model
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基于多元回归隐半马尔可夫模型的语音风格估计

DOI:
10.21437/interspeech.2007-620
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发表时间:
2007
期刊:
2009 IEEE International Conference on Acoustics, Speech and Signal Processing
影响因子:
--
通讯作者:
Takao Kobayashi
Takao Kobayashi
中科院分区:
--
文献类型:
--
作者:
Takashi Nose;Yoichi Kato;Takao Kobayashi

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本文提出了一种估计言语中出现的情感表达和说话风格的程度或强度的技术。其核心思想是基于一种风格控制技术的语音合成使用多元回归隐半马尔可夫模型(MRHSMM),所提出的技术可以被看作是风格控制的逆过程。我们推导出一个算法估计预测变量的MRHSMM,其中每个代表一种情感强度或说话风格的变化出现在声学特征的基础上的ML标准。我们还展示了初步的实验结果,以证明所提出的技术的能力,为合成和行动的语音样本的情感表达和说话风格。
This paper presents a technique for estimating the degree or intensity of emotional expressions and speaking styles appeared in speech. The key idea is based on a style control technique for speech synthesis using multiple regression hidden semi-Markov model (MRHSMM), and the proposed technique can be viewed as the inverse process of the style control. We derive an algorithm for estimating predictor variables of MRHSMM each of which represents a sort of emotion intensity or speaking style variability appeared in acoustic features based on an ML criterion. We also show preliminary experimental results to demonstrate an ability of the proposed technique for synthetic and acted speech samples with emotional expressions and speaking styles.
DOI: 10.21437/interspeech.2006-388
发表时间: 2006
期刊: --
影响因子: --
作者:
Takashi Nose;J. Yamagishi;Takao Kobayashi
通讯作者: Takashi Nose;J. Yamagishi;Takao Kobayashi
DOI: 10.1093/ietisy/e88-d.11.2484
发表时间: 2005-11
期刊: IEICE Trans. Inf. Syst.
影响因子: --
作者:
M. Tachibana;J. Yamagishi;T. Masuko;Takao Kobayashi
通讯作者: M. Tachibana;J. Yamagishi;T. Masuko;Takao Kobayashi
基于隐半马尔可夫模型的语音合成
DOI: --
发表时间: 2004
期刊: Proc.the 8th Internatinal Conference on Spoken Language Processing, INTERSPEECH 2004-ICSLP II
影响因子: --
作者:
Makoto Tachibana;Katsumi Ogata;Junichi Yamagishi;Yuji Nakano;Makoto Tachibana;緒方克海;山岸順一;中野雄資;Junichi Yamagishi;Makoto Tachibana;Junichi Yamagishi;Dhany Arifianto;Juri Isogai;Makoto Tachibana;磯貝 朱里;橘 誠;山岸 順一;磯貝 朱里;橘 誠;野村 大輔;中野 雄資;能勢 隆;橘 誠;磯貝 朱里;小林 隆夫;Junichi Yamagishi;Makoto Tachibana;Junichi Yamagishi;Dhany Arifianto;Juri Isogai;Makoto Tachibana;Juri Isogai;Makoto Tachibana;Junichi Yamagishi;Juri Isogai;Makoto Tachibana;Daisuke Nomura;Yuji Nakano;Takashi Nose;Makoto Tachibana;Juri Isogai;Takao Kobayashi;Junichi Yamagishi;Dhany Arifianto;Juri Isogai;Makoto Tachibana;磯貝朱里;小林隆夫;磯貝朱里;中野雄資;川島啓吾;山岸順一;磯貝朱里;橘 誠;野村大輔;Dhany Arifianto;Junichi Yamagishi;Makoto Tachibana;Junichi Yamagishi;Junichi Yamagishi;Heiga Zen;Keisuke Miyanaga;宮永 圭介;尾関 創;山岸 順一;全 炳河;山岸 順一;橘 誠;参納 大樹;尾関 創;山岸 順一;橘 誠;Dhany Arifianto;Junichi Yamagishi;Makoto Tachibana;Junichi Yamagishi;Junichi Yamagishi;Heiga Zen
通讯作者: Heiga Zen