Investigation of Results Using Various Databases and Algorithms for Music Player Using Speech Emotion Recognition

被引:0
|
作者
Deshmukh, Shrikala [1 ]
Gupta, Preeti [2 ]
Mane, Prashant
机构
[1] Amity Univ, ASET, Mumbai, Maharashtra, India
[2] Amity Univ Maharashtra, Amity Inst Informat Technol, Mumbai, Maharashtra, India
来源
PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND PATTERN RECOGNITION (SOCPAR 2021) | 2022年 / 417卷
关键词
Probabilistic Neural Network; Speech emotion recognition; EMO-DB; RAVDESS;
D O I
10.1007/978-3-030-96302-6_19
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As music has a high impact on our lives, we here present a music player which is built using speech emotion recognition. Emotion recognition is a highly trending research area now-a-days. Emotion recognition has 3 parts such as face, speech and text. Emotion recognition via speech is based on measurement of pitch and frequency of the speech. Probabilistic Neural Network (PNN) algorithm is applied as it gives better results than other techniques such as CNN, HMM, RMM and GMM. For speech emotion recognition, we compared EMO_DB with RAVDESS database. The work takes into regard 5 human emotions - Happy, Angry, Sad, Fear and Bored. For Probabilistic Neural Network (PNN) algorithm system shows accuracy of 94.56% for EMO_DB and 85.12% with RAVDESS dataset.
引用
收藏
页码:205 / 215
页数:11
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