Relationship between Singing Experience and Laryngeal Movement Obtained by DeepLabCut

Shuri Nakamura, Y. Hata, N. Yagi, Naoko Kawamura, H. Kashioka, T. Yanagida, Masayuki Hirata, Hitoshi Maezawa, Y. Sakai
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引用次数: 2

Abstract

This paper describes a relationship between singing experience and laryngeal movement obtained by DeepLabCut software to investigate whether singing improves swallowing function. First, we track the coordinates of the laryngeal region in videos captured swallowing movements by using DeepLabCut. Second, we remove the unusual outliers, and perform linear interpolation and the normalization for the obtained coordinates. Third, we extracted the features such as RMS, peak width and swallowing time. Finally, we did Welch's test to them against two groups: one with singing experience and the other without singing experience. As a result, we found the feature with a significant difference, and that the singing experience affected the swallowing time.
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歌唱经验与喉部运动的关系
本文描述了DeepLabCut软件获得的唱歌体验与喉部运动的关系,以研究唱歌是否能改善吞咽功能。首先,我们通过使用DeepLabCut跟踪吞咽运动视频中喉区域的坐标。其次,去除异常异常点,对得到的坐标进行线性插值和归一化处理。第三,提取图像的RMS、峰宽、吞咽时间等特征;最后,我们对他们做了韦尔奇测试,把他们分成两组:一组有唱歌经验,另一组没有唱歌经验。结果,我们发现了有显著差异的特征,即唱歌的经历影响了吞咽时间。
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