Publications

---

1. Dataset description reference

Cai, H., Gao, Y., Sun, S., Li, N., Tian, F., Xiao, H., Li, J., Yang, Z., Li, X., Zhao, Q., Liu, Z., Yao, Z., Yang, M., Peng, H., Zhu, J., Zhang, X., Hu, X., & Hu, B. (2020). MODMA dataset: a Multi-modal Open Dataset for Mental-disorder Analysis. arXiv preprint arXiv:2002.09283 Download

2. Latest publications based on the individual dataset

2.1 EEG

2.1.1 Dataset : eeg_128channels_ERP_lanzhou_2015

2.1.2 Dataset : eeg_128channels_resting_lanzhou_2015

Sun, S., Li, J., Chen, H., Gong, T., Li, X., & Hu, B. (2020). A study of resting-state EEG biomarkers for depression recognition. arXiv preprint arXiv:2002.11039.Download

2.1.3 Dataset : eeg_3channels_resting_lanzhou_2015

Shi, Q., Liu, A., Chen, R., Shen, J., Zhao, Q., & Hu, B. (2020). Depression Detection using Resting State Three-channel EEG Signal. arXiv preprint arXiv:2002.09175 Download

2.2 Audio

2.2.1 Dataset : audio_lanzhou_2015

Liu, Z., Wang D., Zhang L., & Hu, B. (2020) A Novel Decision Tree for Depression Recognition in Speech. arXiv preprint arXiv:2002.12759. Download

3. Related references

Yang, M., Wu, Y., Tao, Y., Hu, X., & Hu, B. (2023). Trial Selection Tensor Canonical Correlation Analysis (TSTCCA) for Depression Recognition with Facial Expression and Pupil Diameter. IEEE Journal of Biomedical and Health Informatics. doi: 10.1109/JBHI.2023.3322271. Download Cite

Yang, M., Gao, Y., Tang, L., Hou, J., & Hu, B. (2024). Wearable Eye-Tracking System for Synchronized Multimodal Data Acquisition. IEEE Transactions on Circuits and Systems for Video Technology, 34(6), 5146-5159. doi: 10.1109/TCSVT.2023.3332814. Download Cite

Tao, Y., Yang, M., Li, H., Wu, Y., & Hu, B. (2024). DepMSTAT: Multimodal Spatio-Temporal Attentional Transformer for Depression Detection. IEEE Transactions on Knowledge and Data Engineering, 36(7), 2956-2966. doi: 10.1109/TKDE.2024.3350071. Download Cite

Yang, M., Weng, Z., Zhang, Y., Tao, Y., & Hu, B. (2023). Three-Stream Convolutional Neural Network for Depression Detection With Ocular Imaging. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 31, 4921-4930. doi: 10.1109/TNSRE.2023.3339518. Download Cite