A multi-modal open dataset for mental-disorder analysis

Hanshu Cai, Zhenqin Yuan, Yiwen Gao, +24

Scientific Data

DepMSTAT: Multimodal Spatio-Temporal Attentional Transformer for Depression Detection

Yongfeng Tao, Minqiang Yang, Huiru Li, +2

IEEE Transactions on Knowledge and Data Engineering

EngineeringMachine LearningAffective NeuroscienceDepression DetectionMultimedia Analysis +23

MODMA dataset: a Multi-modal Open Dataset for Mental-disorder Analysis

Hanshu Cai, Yiwen Gao, Shuting Sun, +23

arXiv (Cornell University)

World Health OrganizationEngineeringWearable TechnologyNew ApplicationsEeg Dataset +21

Trial Selection Tensor Canonical Correlation Analysis (TSTCCA) for Depression Recognition With Facial Expression and Pupil Diameter

Minqiang Yang, Yushan Wu, Yongfeng Tao, +2

IEEE Journal of Biomedical and Health Informatics

EngineeringBiometricsAffective NeuroscienceMultimodal Sentiment AnalysisPsychology +24

Wearable Eye-Tracking System for Synchronized Multimodal Data Acquisition

Minqiang Yang, Yujie Gao, Longzhe Tang, +2

IEEE Transactions on Circuits and Systems for Video Technology

EngineeringBiometricsWearable TechnologyWearable ComputerFace Detection +16

Undisturbed Mental State Assessment in the 5G Era: A Case Study of Depression Detection Based on Facial Expressions

Minqiang Yang, Yu Ma, Zhenyu Liu, +3

IEEE Wireless Communications

EngineeringPsychopathologyBiometricsAffective NeuroscienceWearable Technology +21

Depressive semantic awareness from vlog facial and vocal streams via spatio-temporal transformer

Yongfeng Tao, Minqiang Yang, Yushan Wu, +3

Digital Communications and Networks

EngineeringMachine LearningMultimedia AnalysisMultimodal Sentiment AnalysisDepressive Semantic Awareness +28

Digital Phenotyping and Feature Extraction on Smartphone Data for Depression Detection

Minqiang Yang, Edith C.‐H. Ngai, Xiping Hu, +4

Proceedings of the IEEE

Classifying Anxiety and Depression through LLMs Virtual Interactions: A Case Study with ChatGPT

Yongfeng Tao, Minqiang Yang, Hao Shen, +3

Detecting depression based on facial cues elicited by emotional stimuli in video

Bin Hu, Yongfeng Tao, Minqiang Yang

Computers in Biology and Medicine

PsychopathologyFacial Expression RecognitionPsychiatryMood SymptomPattern Recognition +13