@inproceedings{22461a3d2e5c478e82401543deb35abf,
title = "Somatisation Disorder Recognition by Stream Fusion with WavLM and Enhanced ResNet",
abstract = "Somatisation Disorder (SD) is a serious mental health condition with the difficulty of clinical diagnosis due to the limitations of subjective assessment methods and the lack of objective biomarkers. In this work, we introduce an effective multi-stream fusion strategy and an improved ResNet model for SD recognition. The model combines the WavLM and ResNet architectures. The results show that our model achieves 36.8 \% accuracy on the considered quaternary classification task. Based on the proposed model, we likewise realise effective and robust recognition of SD.",
keywords = "Audio, Digital Mental Health, Multi-stream Fusion, Somatisation Disorder, Speech",
author = "Zhijing Cao and Lin Shen and Liuxian Ma and Xiaoxi Liu and Haojie Zhang and Yongxin Zhang and Yilu Deng and Kun Qian and Ruolan Huang and Toru Nakamura and Bin Hu and Schuller, \{Bj{\"o}rn W.\} and Yoshiharu Yamamoto",
note = "Publisher Copyright: {\textcopyright} 2025 IEEE.; 14th IEEE Global Conference on Consumer Electronics, GCCE 2025 ; Conference date: 23-09-2025 Through 26-09-2025",
year = "2025",
doi = "10.1109/GCCE65946.2025.11275046",
language = "English",
series = "GCCE 2025 - 2025 IEEE 14th Global Conference on Consumer Electronics",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "725--726",
booktitle = "GCCE 2025 - 2025 IEEE 14th Global Conference on Consumer Electronics",
address = "United States",
}