|
JAIST Repository >
b. 情報科学研究科・情報科学系 >
b11. 会議発表論文・発表資料等 >
b11-1. 会議発表論文・発表資料 >
このアイテムの引用には次の識別子を使用してください:
http://hdl.handle.net/10119/17070
|
| タイトル: | On The Differences Between Song and Speech Emotion Recognition: Effect of Feature Sets, Feature Types, and Classifiers |
| 著者: | Atmaja, Bagus Tris
Akagi, Masato |
| キーワード: | Song emotion recognition
speech emotion recognition
acoustic features
emotion classifiers
affective computing |
| 発行日: | 2020-11-18 |
| 出版者: | Institute of Electrical and Electronics Engineers (IEEE) |
| 誌名: | 2020 IEEE REGION 10 CONFERENCE (TENCON) |
| 開始ページ: | 968 |
| 終了ページ: | 972 |
| DOI: | 10.1109/TENCON50793.2020.9293852 |
| 抄録: | In this paper, we argue that singing voice (song) is more emotional than speech. We evaluate different features sets, feature types, and classifiers on both song and speech emotion recognition. Three feature sets: GeMAPS, pyAudioAnalysis, and LibROSA; two feature types, low-level descriptors and high-level statistical functions; and four classifiers: multilayer perceptron, LSTM, GRU, and convolution neural networks; are examined on both songand speech data with the same parameter values. The results show no remarkable difference between song and speech data on using the same method. Comparisons of two results reveal that song is more emotional than speech. In addition, high-level statistical functions of acoustic features gained higher performance than low-level descriptors in this classification task. This result strengthens the previous finding on the regression task which reported the advantage use of high-level features. |
| Rights: | This is the author's version of the work. Copyright (C) 2020 IEEE. 2020 IEEE REGION 10 CONFERENCE (TENCON), 2020, pp.968-972. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
| URI: | http://hdl.handle.net/10119/17070 |
| 資料タイプ: | author |
| 出現コレクション: | b11-1. 会議発表論文・発表資料 (Conference Papers)
|
このアイテムのファイル:
| ファイル |
記述 |
サイズ | 形式 |
|---|
| 3365.pdf | | 641Kb | Adobe PDF | 見る/開く |
|
当システムに保管されているアイテムはすべて著作権により保護されています。
|
