Education
National Yang Ming Chiao Tung University
M.S. in Electrical and Control Engineering | Feb. 2022 – Mar. 2024
GPA: 4.14/4.30
Thesis: Remote Photoplethysmography Atrial Fibrillation Detection System Based on Edge Computing Devices
Tamkang University
B.E. in Electrical and Computer Engineering | Sep. 2018 – Jan. 2022
Rank: 1/81 | GPA: 3.969/4.00
Thesis: Poker Playing System Based on Deep Learning and Robotic Arm
Research Experience
Research Assistant (Full-time), National Yang Ming Chiao Tung University
- Developing generative models and classifiers to reconstruct ECG from PPG for multi-class arrhythmia detection.
- Leading three master’s students on LLMs, generative AI, and autonomous driving.
- Building an interpretable mechanism of memory module in DL model for trajectory planning, including unfamiliar synthesis.
Research Intern (Part-time), FaceHeart Inc.
- Deep-learning interpretability for imaging-to-rPPG models.
- Visualization and analysis to improve model transparency and reliability.
Graduate Researcher, National Yang Ming Chiao Tung University
- Research results published as feature article in IEEE Journal of Biomedical and Health Informatics (impact factor: 6.7) as first author.
- Developed mobile-deployable, contact-free AF detection system achieving 99% reduction in model size, parameters, and FLOPs, 50% latency reduction, and >90% accuracy under motion and lighting variations.
Undergraduate Researcher, Tamkang University
- YOLOv4-based card recognition (98% accuracy) and multi-agent RL (~70% win rate).
- Robotic-arm control via vision-based pose-estimation interaction.
- Depth-camera-based data augmentation pipeline.