Driver’s Speech Emotion Recognition for Smart Cockpit Based on a Self-Attention Deep Learning Framework

Jiyong Xue,Wenbo Li,Ying Zhang,Huafei Xiao,Ruichen Tan,Yang Xing,Gang Guo,Dongpu Cao

2021 5th CAA International Conference on Vehicular Control and Intelligence (CVCI)（2021）

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摘要

Speech emotion recognition (SER) has a great importance in the emotion-aware human-machine interaction of smart cockpit. In order to address the problem of poor performance of a single feature in speech emotion recognition task, a novel multi-head self-attentional based deep convolutional neural network with feature fusion (MSA-CNN-FF) is proposed in this paper. Fusion features consist of utteranc...

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关键词

Deep learning,Emotion recognition,Time-frequency analysis,Databases,Speech recognition,Acoustics,Convolutional neural networks

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