MILCAnet: a dominant feature attention framework for enhanced multimodal data analysis in depression detection

Qian RONG , Cheng SONG , Yaru ZHANG , Yao YU , Ping LIANG , Chuan PANG , Jie YU , Shuai DING

Front. Comput. Sci. ›› 2026, Vol. 20 ›› Issue (3) : 2003608

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Front. Comput. Sci. ›› 2026, Vol. 20 ›› Issue (3) : 2003608 DOI: 10.1007/s11704-025-41443-9
Information Systems
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MILCAnet: a dominant feature attention framework for enhanced multimodal data analysis in depression detection

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Qian RONG, Cheng SONG, Yaru ZHANG, Yao YU, Ping LIANG, Chuan PANG, Jie YU, Shuai DING. MILCAnet: a dominant feature attention framework for enhanced multimodal data analysis in depression detection. Front. Comput. Sci., 2026, 20(3): 2003608 DOI:10.1007/s11704-025-41443-9

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References

[1]

Steyaert S, Pizurica M, Nagaraj D, Khandelwal P, Hernandez-Boussard T, Gentles A J, Gevaert O . Multimodal data fusion for cancer biomarker discovery with deep learning. Nature Machine Intelligence, 2023, 5( 4): 351–362

[2]

Duan J, Xiong J, Li Y, Ding W . Deep learning based multimodal biomedical data fusion: an overview and comparative review. Information Fusion, 2024, 112: 102536

[3]

Zou B, Han J, Wang Y, Liu R, Zhao S, Feng L, Lyu X, Ma H . Semi-structural interview-based Chinese multimodal depression corpus towards automatic preliminary screening of depressive disorders. IEEE Transactions on Affective Computing, 2023, 14( 4): 2823–2838

[4]

Daros A R, Haefner S A, Asadi S, Kazi S, Rodak T, Quilty L C . A meta-analysis of emotional regulation outcomes in psychological interventions for youth with depression and anxiety. Nature Human Behaviour, 2021, 5( 10): 1443–1457

[5]

Mao K, Zhang W, Wang D B, Li A, Jiao R, Zhu Y, Wu B, Zheng T, Qian L, Lyu W, Ye M, Chen J . Prediction of depression severity based on the prosodic and semantic features with bidirectional LSTM and time distributed CNN. IEEE Transactions on Affective Computing, 2023, 14( 3): 2251–2265

[6]

Hemker K, Simidjievski N, Jamnik M. HEALNet: multimodal fusion for heterogeneous biomedical data. In: Proceedings of the 38th International Conference on Neural Information Processing Systems. 2024, 64479–64498

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