An Intra- and Inter-Emotion Transformer-Based Fusion Model with Homogeneous and Diverse Constraints Using Multi-Emotional Audiovisual Features for Depression Detection

Author:

TENG Shiyu1,LIU Jiaqing1,HUANG Yue2,CHAI Shurong1,TATEYAMA Tomoko3,HUANG Xinyin4,LIN Lanfen5,CHEN Yen-Wei1

Affiliation:

1. College of Information Science and Engineering, Ritsumeikan University

2. Affiliated Kangning Hospital of Wenzhou Medical University, Zhejiang Provincial Clinical Research Center for Mental Disorder

3. Department of Intelligent Information Engineering, Fujita Health University

4. School of Education, Soochow University

5. College of Computer Science and Technology, Zhejiang University

Publisher

Institute of Electronics, Information and Communications Engineers (IEICE)

Reference38 articles.

1. [1] D.F. Santomauro, A.M. Mantilla Herrera, J. Shadid, P. Zheng, C. Ashbaugh, D.M. Pigott, C. Abbafati, C. Adolph, J.O. Amlag, A.Y. Aravkin, B.L. Bang-Jensen, G.J. Bertolacci, S.S. Bloom, R.Castellano, E. Castro, S. Chakrabarti, J. Chattopadhyay, R.M. Cogen, J.K. Collins, X. Dai, W.J. Dangel, C. Dapper, A. Deen, M. Erickson, S.B. Ewald, A.D. Flaxman, J.J. Frostad, N. Fullman, J.R. Giles, A.Z. Giref, G. Guo, J. He, M. Helak, E.N. Hulland, B. Idrisov, A. Lindstrom, E. Linebarger, P.A. Lotufo, R. Lozano, B. Magistro, D.C. Malta, J.C. Mansson, F. Marinho, A.H. Mokdad, L. Monasta, P. Naik, S. Nomura, J.K. O'Halloran, S.M. Ostroff, M. Pasovic, L. Penberthy, R.C. Reiner Jr, G. Reinke, A.L.P. Ribeiro, A. Sholokhov, R.J.D. Sorensen, E. Varavikova, A.T. Vo, R. Walcott, S. Watson, C.S. Wiysonge, B. Zigler, S.I. Hay, T. Vos, C.J.L. Murray, H.A. Whiteford, and A.J. Ferrari, “Global prevalence and burden of depressive and anxiety disorders in 204 countries and territories in 2020 due to the covid-19 pandemic,” The Lancet, vol.398, no.10312, pp.1700-1712, 2021. 10.1016/s0140-6736(21)02143-7

2. [2] A.S. Zigmond and R.P. Snaith, “The hospital anxiety and depression scale,” Acta psychiatrica scandinavica, vol.67, no.6, pp.361-370, 1983. 10.1111/j.1600-0447.1983.tb09716.x

3. [3] K. Kroenke, R.L. Spitzer, and J.B.W. Williams, “The phq-9: validity of a brief depression severity measure,” Journal of general internal medicine, vol.16, no.9, pp.606-613, 2001. 10.1046/j.1525-1497.2001.016009606.x

4. [4] A.T. Beck, R.A. Steer, and G. Brown, “Beck depression inventory-ii,” Psychological assessment, 1996. 10.1037/t00742-000

5. [5] S. Teng, S. Chai, J. Liu, T. Tomoko, X. Huang, and Y.-W. Chen, “A transformer-based multimodal network for audiovisual depression prediction,” 2022 IEEE 11th Global Conference on Consumer Electronics (GCCE), pp.761-764, IEEE, 2022. 10.1109/gcce56475.2022.10014157

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