@InProceedings{LeiKang2023,
author="Lei Kang
and Lichao Zhang
and Dazhi Jiang",
title="Learning Robust Self-Attention Features for Speech Emotion Recognition with Label-Adaptive Mixup",
booktitle="IEEE International Conference on Acoustics, Speech and Signal Processing",
year="2023",
abstract="Speech Emotion Recognition (SER) is to recognize human emotions in a natural verbal interaction scenario with machines, which is considered as a challenging problem due to the ambiguous human emotions. Despite the recent progress in SER, state-of-the-art models struggle to achieve a satisfactory performance. We propose a self-attention based method with combined use of label-adaptive mixup and center loss. By adapting label probabilities in mixup and fitting center loss to the mixup training scheme, our proposed method achieves a superior performance to the state-of-the-art methods.",
optnote="LAMP",
optnote="exported from refbase (http://158.109.8.37/show.php?record=3984), last updated on Mon, 29 Jan 2024 10:18:00 +0100",
doi="10.1109/ICASSP49357.2023.10095611",
opturl="https://ieeexplore.ieee.org/abstract/document/10095611"
}