Projects
Research and Systematic Realization of Imaging-Based Detection of Atrial Fibrillation and Arrhythmia
Location: Hsinchu, Taiwan
Advisor: Chair Professor Bing-Fei Wu
Sponsor: National Science and Technology Council
Duration: Jul. 2022 – Jul. 2025
- Developed a remote atrial fibrillation (AF) detection system optimized for mobile devices.
- ~99% reduction in model size/params/FLOPs and ~50% latency reduction vs. previous studies.
- ≥90% detection accuracy across scenarios (motion disturbances, variable lighting).
Poker Playing System Utilizing Deep Learning and Robotic Arm
Location: New Taipei City, Taiwan
Advisor: Distinguished Professor Ching-Chang Wong
Sponsor: National Science and Technology Council
Duration: Jul. 2021 – Feb. 2022
- YOLOv4-based poker card classification (98% accuracy).
- Platform/UI to train multiple RL agents with independent strategies (~70% win rate).
- Robotic arm integration using pose detection for human interaction.