Speech Emotion Recognition Using Cascaded Attention Network with Joint Loss for Discrimination of Confusions
文献类型：期刊论文
| 作者 | Yang Liu, Haoqin Sun, Wenbo Guan, Yuqi Xia, Zhen Zhao |
| 刊名 | Machine Intelligence Research
 |
| 出版日期 | 2023 |
| 卷号 | 20期号:4页码:595-604 |
| ISSN号 | 2731-538X |
| 关键词 | Speech emotion recognition (SER), 3-dimensional (3D) feature, cascaded attention network (CAN), triplet loss, joint loss |
| DOI | 10.1007/s11633-022-1356-x |
| 英文摘要 | Due to the complexity of emotional expression, recognizing emotions from the speech is a critical and challenging task. In most of the studies, some specific emotions are easily classified incorrectly. In this paper, we propose a new framework that integrates cascade attention mechanism and joint loss for speech emotion recognition (SER), aiming to solve feature confusions for emotions that are difficult to be classified correctly. First, we extract the mel frequency cepstrum coefficients (MFCCs), deltas, and delta-deltas from MFCCs to form 3-dimensional (3D) features, thus effectively reducing the interference of external factors. Second, we employ spatiotem poral attention to selectively discover target emotion regions from the input features, where self-attention with head fusion captures the long-range dependency of temporal features. Finally, the joint loss function is employed to distinguish emotional embeddings with high similarity to enhance the overall performance. Experiments on interactive emotional dyadic motion capture (IEMOCAP) database indicate that the method achieves a positive improvement of 2.49% and 1.13% in weighted accuracy (WA) and unweighted accuracy (UA), respectively, compared to the state-of-the-art strategies. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/52352]  |
| 专题 | 自动化研究所_学术期刊_International Journal of Automation and Computing |
| 作者单位 | School of Information Science and Technology, Qingdao University of Science and Technology, Qingdao 266061, China |
| 推荐引用方式 GB/T 7714 | Yang Liu, Haoqin Sun, Wenbo Guan, Yuqi Xia, Zhen Zhao. Speech Emotion Recognition Using Cascaded Attention Network with Joint Loss for Discrimination of Confusions[J]. Machine Intelligence Research,2023,20(4):595-604. |
| APA | Yang Liu, Haoqin Sun, Wenbo Guan, Yuqi Xia, Zhen Zhao.(2023).Speech Emotion Recognition Using Cascaded Attention Network with Joint Loss for Discrimination of Confusions.Machine Intelligence Research,20(4),595-604. |
| MLA | Yang Liu, Haoqin Sun, Wenbo Guan, Yuqi Xia, Zhen Zhao."Speech Emotion Recognition Using Cascaded Attention Network with Joint Loss for Discrimination of Confusions".Machine Intelligence Research 20.4(2023):595-604. |
入库方式： OAI收割
来源：自动化研究所
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