Unsupervised Domain Adaptation Integrating Transformer and Mutual Information for Cross-Corpus Speech Emotion Recognition

Author:

Zhang Shiqing1,Liu Ruixin2,Yang Yijiao2,Zhao Xiaoming1,Yu Jun3

Affiliation:

1. Taizhou University, Taizhou, China

2. Taizhou University & Zhejiang University of Science and Technology, Taizhou, China

3. Hangzhou Dianzi University, Hangzhou, China

Publisher

ACM

Reference42 articles.

1. Domain Adversarial for Acoustic Emotion Recognition

2. Cross-Corpus Speech Emotion Recognition Based on Few-Shot Learning and Domain Adaptation

3. Belghazi Mohamed Ishmael , Baratin Aristide , Rajeshwar Sai , Ozair Sherjil , Bengio Yoshua , Courville Aaron , and Hjelm Devon . 2018 . Mutual information neural estimation . In International Conference on Machine Learning PMLR , Stockholm, Sweden, 531--540. DOI?https://doi.org/10.48550/arXiv. 1801.04062. Belghazi Mohamed Ishmael, Baratin Aristide, Rajeshwar Sai, Ozair Sherjil, Bengio Yoshua, Courville Aaron, and Hjelm Devon. 2018. Mutual information neural estimation. In International Conference on Machine Learning PMLR, Stockholm, Sweden, 531--540. DOI?https://doi.org/10.48550/arXiv.1801.04062.

4. Busso Carlos , Bulut Murtaza , Lee Chi-Chun , Kazemzadeh Abe , Mower Emily , Kim Samuel , Chang Jeannette N, Lee Sungbok , and Narayanan Shrikanth S. 2008 . IEMOCAP: Interactive emotional dyadic motion capture database. Language resources evaluation 42, 4 (2008), 335--359. DOI?https://doi.org/10.1007/s10579-008--9076--6. Busso Carlos, Bulut Murtaza, Lee Chi-Chun, Kazemzadeh Abe, Mower Emily, Kim Samuel, Chang Jeannette N, Lee Sungbok, and Narayanan Shrikanth S. 2008. IEMOCAP: Interactive emotional dyadic motion capture database. Language resources evaluation 42, 4 (2008), 335--359. DOI?https://doi.org/10.1007/s10579-008--9076--6.

5. Busso Carlos , Parthasarathy Srinivas , Burmania Alec , AbdelWahab Mohammed , Sadoughi Najmeh , and Provost Emily Mower . 2016. MSP-IMPROV: An acted corpus of dyadic interactions to study emotion perception . IEEE transactions on affective computing 8, 1 ( 2016 ), 67--80. DOI?https://doi.org/10.1109/TAFFC.2016.2515617. Busso Carlos, Parthasarathy Srinivas, Burmania Alec, AbdelWahab Mohammed, Sadoughi Najmeh, and Provost Emily Mower. 2016. MSP-IMPROV: An acted corpus of dyadic interactions to study emotion perception. IEEE transactions on affective computing 8, 1 (2016), 67--80. DOI?https://doi.org/10.1109/TAFFC.2016.2515617.

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