A Novel Scheme to Classify Read and Spontaneous Speech

被引:0
|
作者
Kopparapu, Sunil Kumar [1 ]
机构
[1] TCS Res, Mumbai, India
来源
关键词
Spoken speech analysis; Read and spontaneous speech; DeepSeech features;
D O I
10.1007/978-3-031-48312-7_3
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The COVID-19 pandemic has led to an increased use of remote telephonic interviews, making it important to distinguish between scripted and spontaneous speech in audio recordings. In this paper, we propose a novel scheme for identifying read and spontaneous speech. Our approach uses a pre-trained DeepSpeech audio-to-alphabet recognition engine to generate a sequence of alphabets from the audio. From these alphabets, we derive features that allow us to discriminate between read and spontaneous speech. Our experimental results show that even a small set of self-explanatory features can effectively classify the two types of speech very effectively.
引用
收藏
页码:32 / 45
页数:14
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