Novel dual-channel long short-term memory compressed capsule networks for emotion recognition
作者:
Highlights:
• A novel DC-LSTM COMP-CapsNet is proposed to enhance emotion recognition.
• Our proposed framework is evaluated using four diverse speech databases.
• Results show that our proposed model exceeds CapsNet in terms of performance.
摘要
•A novel DC-LSTM COMP-CapsNet is proposed to enhance emotion recognition.•Our proposed framework is evaluated using four diverse speech databases.•Results show that our proposed model exceeds CapsNet in terms of performance.
论文关键词:Capsule networks,Convolutional neural network,Deep neural network,Dual-channel,Emotion recognition,LSTM
论文评审过程:Received 17 April 2021, Revised 3 September 2021, Accepted 11 October 2021, Available online 19 October 2021, Version of Record 23 October 2021.
论文官网地址:https://doi.org/10.1016/j.eswa.2021.116080