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Automatic classification of phonation modes in singing voice: towards singing style characterisation and application to ethnomusicological recordings

机译:唱歌语音中的发声模式的自动分类:朝歌唱风格表征和应用于民族杂志

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This paper describes our work on automatic classification of phonation modes on singing voice. In the first part of the paper, we will briefly review the main characteristics of the different phonation modes. Then, we will describe the isolated vowels databases we used, with emphasis on a new database we recorded specifically for the purpose of this work. The next section will be dedicated to the description of the proposed set of parameters (acoustic and glottal) and the classification framework. The results obtained with only acoustic parameters are close to 80% of correct recognition, which seems sufficient for experimenting with continuous singing. Therefore, we set up two other experiments in order to see if the system may be of any practical use for singing voice characterisation. The first experiment aims at assessing if automatic detection of phonation modes may help classify singing into different styles. This experiment is carried out using a database of one singer singing the same song in 8 styles. The second experiment is carried out on field recordings from ethnomusicologists and concerns the distinction between "normal" singing and "laments" from a variety of countries.
机译:本文介绍了我们在唱歌语音上自动分类的工作。在本文的第一部分,我们将简要审查不同的发声模式的主要特征。然后,我们将描述我们使用的孤立的元音数据库,重点是我们专门为此作品录制的新数据库。下一节将专用于所提出的参数集(声学和声门)和分类框架的描述。只有声学参数获得的结果接近正确识别的80%,这似乎足以进行连续唱歌。因此,我们设置了另外两个实验,以便看出系统是否可能具有用于唱歌语音表征的任何实际用途。第一个实验旨在评估是否自动检测放电模式可能有助于分类为不同的样式。使用一个歌手的数据库在8个风格中使用同一首歌进行此实验。第二个实验是在民族武士学家的现场记录中进行,并担心来自各种国家的“正常”歌唱和“氯化帘布”之间的区别。

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