Hi, I am currently a Ph.D. student in the Department of Computing at The Hong Kong Polytechnic University (PolyU, 香港理工大学) in Hong Kong SAR, supervised by Prof. Jingcai Guo. Prior to that, I received my M.Eng. degree (2024) from the School of Information and Communication Engineering, University of Electronic Science and Technology of China (UESTC, 电子科技大学) in Chengdu, China, supervised by Prof. Ling Wang. I also received my B.Sc. degree (2021) in Electronic Information Science and Technology from the School of Physics, University of Electronic Science and Technology of China (UESTC, 电子科技大学). Concurrently I obtained a B.B.A. degree (2021) in Business Administration from the School of Management and Economics, University of Electronic Science and Technology of China (UESTC, 电子科技大学) at the same period.

My research interests include Human Action Recognition, Zero/Few-shot Learning, and AI+Healthcare. If you share similar interests or are open to discussing academic research, please feel free to email me at cseeychen@gmail.com. I believe this form of mutual learning will create new opportunities for interesting research, benefiting all of us.

📖 Educations

• 2024.09 - Now, Ph.D., The Hong Kong Polytechnic University (PolyU, 香港理工大学), Hong Kong (Supervisor: Prof. Jingcai Guo)
• 2021.09 - 2024.06, M.Eng., University of Electronic Science and Technology of China (UESTC, 电子科技大学), China (Supervisor: Prof. Ling Wang)
• 2018.09 - 2021.06, B.B.A., University of Electronic Science and Technology of China (UESTC, 电子科技大学), China
• 2017.09 - 2021.06, B.Sc., University of Electronic Science and Technology of China (UESTC, 电子科技大学), China

🔥 News

• 2024.10:  🎉🎉 One paper has been accepted by IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)!
• 2024.09:  🎉🎉 One paper has been accepted by IEEE Transactions on Multimedia (TMM)!
• 2024.07:  🎉🎉 One paper has been accepted by ACM MM 2024!
• 2024.05:  🎉🎉 One paper has been accepted by IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE)!
• 2023.12:  🎉🎉 I am admitted to the Ph.D. program at The Hong Kong Polytechnic University (PolyU) under the supervision of Prof. Jingcai Guo.
• 2023.10:  🎉🎉 One paper has been accepted by BIBM 2023!
• 2023.10:  🎉🎉 One paper has been accepted by Journal of Visual Communication and Image Representation (JVCIR)!
• 2023.10:  🎉🎉 One paper has been accepted by Engineering Applications of Artificial Intelligence (EAAI)!
• 2023.04:  🎉🎉 One paper has been accepted by EMBC 2023!

📝 Publications

📜Preprints

📄 Conferences

• ACM-MM 2024 Fine-Grained Side Information Guided Dual-Prompts for Zero-Shot Skeleton Action Recognition,
  Y. Chen, J. Guo*, T. He, X. Lu, L. Wang,
  ACM International Conference on Multimedia (ACM MM 24, CCF-A), 2024.

• BIBM 2023 PLFormer: Prompt Learning for Early Warning of Unplanned Extubation in ICU,
  Y. Chen, T. He, X. Gao, H. Cheng, L. Wang*,
  IEEE International Conference on Bioinformatics and Biomedicine (BIBM23, CCF-B), 2023.

• EMBC 2023 STformer: Spatial-Temporal Transformer for Early Warning of Unplanned Extubation in ICU,
  Y. Chen, S. Yang, Y. Wang, G. Wang, H. Cheng, L. Wang*,
  45th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC23), 2023.

📔 Journals

• TMM Vision-Language Meets the Skeleton: Progressively Distillation with Cross-Modal Knowledge for 3D Action Representation Learning,
  Y. Chen, T. He, J. Fu, L. Wang*, J. Guo, T. Hu, H. Cheng
  IEEE Transactions on Multimedia (TMM, CCF-B, JCR-Q1, IF=8.4) , 2024.

• TCSVT Enhancing Skeleton-Based Action Recognition with Language Descriptions from Pre-trained Large Multimodal Models,
  T. He, Y. Chen, X. Gao, L. Wang, T. Hu, H. Cheng*
  IEEE Transactions on Circuits and Systems for Video Technology (TCSVT, CCF-B, JCR-Q1, IF=8.3) , 2024.

• TNSRE An Expert-Knowledge-based Graph Convolutional Network for Skeleton-based Physical Rehabilitation Exercises Assessment,
  T. He, Y. Chen, L. Wang, H. Cheng*,
  IEEE Transactions on Neural Systems and Rehabilitation Engineering (TNSRE, JCR-Q1, IF=4.9), 2024.

• EAAI Spatio-Temporal Features for Fast Early Warning of Unplanned Self-Extubation in ICU,
  Y. Chen, L. Wang*, G. Wang, S. Yang, Y. Wang, M. Xiang, X. Zhang, H. Chen, D. Hu, H. Cheng,
  Engineering Applications of Artificial Intelligence (EAAI, CCF-C, JCR-Q1, IF=8.0), 2023.

• JVCIR Multi-view Graph Convolution Network for the Recognition of Human Action with Spatial and Temporal Occlusion Problems,
  Y. Chen, L. Wang*, D. Hu, H. Cheng,
  Journal of Visual Communication and Image Representation (JVCIR, CCF-C, JCR-Q2, IF=2.6), 2023.

🛠Patents

• A Method for Optimizing Dietary Energy Intake in Cancer Patients (一种肿瘤患者膳食能量摄入优化方法),
  T. Zhang, Y. Liu, Y. Chen, L. Wang, G. Wang, J. Qiu, Y. Ren, H. Zhou, Y. Gao, X. Zhang, M. Tang, K. Li, X. Meng, M. Liu, L. Wang,
  Public Number: CN 116665843 B, Application Date: 2023-07-28, Public Date: 2023-10-13

• A Approach for Early Warning of Self-extubation Behavior of ICU Patients Based on RGB Video Monitoring (一种基于RGB视频监控的ICU患者自拔管行为预警方法),
  Y. Chen, L. Wang, Y. Wang, S. Yang, G. Wang,
  Application Number: CN202211237998.8, Application Date: 2022-10-10, Public Date: 2023-01-03

🎖 Honors and Awards

• 2023.10 The First Prize Academic Scholarship.
• 2022.10 The Third Prize Academic Scholarship.
• 2022.10 IEEEXtreme 16.0 Programming Winner (Top 13% Globally).
• 2022.04 The Third Prize in the Huawei Software Elite Challenge-2022.
• 2021.10 The First Prize Academic Scholarship.
• 2020.10 The Excellent Academic Scholarship.
• 2020.05 Meritorious Winner in COMAP’S Mathematical Contest in Modeling (Top 6% Globally).
• 2019.10 The Excellent Academic Scholarship.
• 2018.10 The Pacesetter Student Scholarship.

💻 Services

📑 Journal Reviewer

• Reviewer for IEEE Journal of Biomedical and Health Informatics (IEEE JBHI)
• Reviewer for Biomedical Signal Processing and Control (BSPC)
• Reviewer for IEEE Open Journal of the Computer Society (IEEE OJ-CS)

📰 Conference Reviewer

• Medical Image Computing and Computer Assisted Intervention (MICCAI 2024)
• International Conference on Machine Learning (ICML 2024)
• ACM International Conference on Multimedia (ACM-MM 2024)
• International Conference on Learning Representations (ICLR 2025)
• AAAI Conference on Artificial Intelligence (AAAI 2025)