Data Scientist
Education
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| M.S., Computer Science |
The University of Adelaide (Jun 2025) |
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| B.S., Software Engineering |
Huizhou University (Jun 2022) |
Major Projects
Hyperdimensional Computing Strategies for Epileptic Seizure Detection
- Period: Sep 2021 - Jun 2022
- Details: Developed an improved hyperdimensional computing method achieving 93% accuracy in EEG seizure discrimination tasks.
Multi-Scale DCNET Model-Driven Headcount Recording System in Classroom Scene
- Period: Dec 2020 - Jul 2021
- Details: Created a surveillance-based headcount system with 96.8% accuracy, deployed across 150+ classrooms.
Pipeline Operation Efficiency Detection System
- Period: Oct 2020 - May 2021
- Details: Designed a system using OpenPose for operation efficiency analysis in pipelines, winning provincial awards.
Key Point Detection of Human Ankle
- Period: Aug 2020 - Apr 2021
- Details: Improved keypoint localization accuracy to 94.3% by fine-tuning SCHP model for ankle detection.
Work Experience
SIAT, Chinese Academy of Sciences - Research Assistant
- Period: Jun 2022 - Present
- Focus: Applying Diffusion models to neurodegenerative disease imaging.
Sun Yat-sen University Zhongshan School of Medicine - Research Assistant
- Period: Sep 2021 - Feb 2022
- Focus: Multi-agent systems in medical diagnosis.
Chengdu Ubisoft Software Co., Ltd. - Game Tester
- Period: Jun 2018 - Aug 2018
- Tasks: Test case analysis for character 3D interaction errors.
Publications
- G. Huang et al., “MR Image Super-Resolution Using Wavelet Diffusion for Predicting Alzheimer’s Disease”, Brain Informatics, 2023.
- Gong C, Jing C, Chen X, Pun CM, Huang G, et al., “Generative AI for brain image computing and brain network computing: a review”, Front. Neurosci., Jun. 2023.
- Man Jianping, Huang Guoli, et al., “Research and Application of the Agent in the Field of Healthcare”, Journal of Medical Informatics, 2022.
- Z. Zhang, S. Chen, Z. Chen, G. Huang, et al., “Analysis and Identification of Pipeline’s Work Efficiency Based on OpenPose”, PRAI, 2021.
Patents
- “Visual identification method for multiple types of articles based on neural network and metering equipment.” CN Patent Application CN113902940A, Jan. 2022.
- “Method for identifying attendance number, electronic equipment and storage medium.” CN Patent Application CN112766638A, Nov. 2021.
- “Method and system for analyzing working efficiency of assembly line operators based on video images.” CN Patent Application CN112766638A, May 2021.
