高级实验师(高级工程师),硕士生导师
数据科学系副系主任,负责数据科学与大数据技术专业
计算机应用技术研究所
yangmq at lzu.edu.cn
飞云楼312
1.国家重点研发计划,基于心理生理多模态信息的抑郁障碍早期识别与干预方法,项目骨干。
2.甘肃省自然科学基金项目,基于智能手机行为模式的抑郁早期评估模型研究,主持。
3.中央高校基本科研业务基金项目,基于眼动和表情的抑郁识别研究,主持。
4.抑郁症和双相情感障碍跟踪管理研究、疲劳测评技术实验研究等横向项目4项,主持。
近5年发表SCI等高水平论文20余篇,获得国家发明专利授权3项,实用新型专利2项,软件著作权十余项。部分代表作(一作或通讯)如下:
1.Trial Selection Tensor Canonical Correlation Analysis (TSTCCA) for Depression Recognition with Facial Expression and Pupil Diameter[J]. IEEE Journal of Biomedical and Health Informatics, 2023.(SCI一区TOP,IF:7.7)
2.Undisturbed mental state assessment in the 5G era: a case study of depression detection based on facial expressions[J]. IEEE Wireless Communications, 2021, 28(3): 46-53.(SCI一区TOP,IF:12.42)
3.Depressive semantic awareness from vlog facial and vocal streams via spatio-temporal transformer[J]. Digital Communications and Networks, 2023.(SCI一区TOP,IF:7.9)
4.Detecting depression based on facial cues elicited by emotional stimuli in video[J]. Computers in Biology and Medicine, 2023, 165: 107457.(SCI二区,IF:7.7)
5.Classifying Anxiety and Depression through LLMs Virtual Interactions: A Case Study with ChatGPT, IEEE International Conference on Bioinformatics and Biomedicine, 2023. (CCF-B)
6.What Can Facial Movements Reveal? Depression Recognition and Analysis based on Optical Flow using Bayesian Networks[J]. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2023.(SCI二区,IF:4.9)
7.Clustering Based on Eye Tracking Data for Depression Recognition[J]. IEEE Transactions on Cognitive and Developmental Systems, 2022.(SCI三区,IF:5.0)
8.Filterable sample consensus based on angle variance for pupil segmentation[J]. Digital Signal Processing, 2022, 130: 103695.(SCI三区,IF:2.9)
9.AX-Unet: A deep learning framework for image segmentation to assist pancreatic tumor diagnosis[J]. Frontiers in Oncology, 2022, 12: 894970.(SCI三区,IF:6.2)
10.Retinal Vessel Segmentation Using Multi-scale Generative Adversarial Network with Class Activation Mapping[C]//International Conference on Wireless Mobile Communication and Healthcare. Cham: Springer International Publishing, 2021: 95-105.(会议最佳论文)
课题组与香港大学、美国西北大学、湘雅二医院、北京安定医院保持良好的合作关系。
1.指导学生获国家级、省级及校级大赛奖项近20项;获得甘肃省“挑战杯”、“互联网+”、“三创赛”等大赛优秀指导教师,必赢nn699net学生创新创业行动计划优秀指导教师。
2.MobiHealth 2021 Best paper Award
3.IEEE Healthcom 2020 Outstanding Service Award
4.ACM区域优博
1.2018.7 至今 担任 IScIDE国际会议MC。
2.IEEE TBE、IEEE TCSS、Frontiers in Psychology、Cluster Computing等期刊审稿人。
3.IEEE会员,ACM会员,CCF会员。
欢迎我校本科生参与本课题组的科研项目。通过参与科研项目和科研训练,已有4名本科生发表SCI论文,2名本科生发表CCF推荐期刊/会议论文,1名本科生获得发明专利授权。