Assistant Professor at the Institute of Artificial Intelligence Innovation, NYCU

My research primarily focuses on Artificial Intelligence and Computer Vision, with a strong emphasis on enhancing human creativity and intelligent manufacturing. I explore various domains, including Generative Models, 3D Representations, Quantum Deep Learning, and Large Multimodal Models, to advance AI’s role in augmenting human ingenuity and industrial innovation.

Before transitioning to academia, I served as a Data Scientist and Team Lead at Taiwan Semiconductor Manufacturing Company (TSMC), where I worked closely with Foundry Engineers to tackle complex data analytics challenges. My research spanned multiple domains, including defect inspection and yield prediction, leveraging state-of-the-art deep learning techniques to enhance semiconductor manufacturing processes.

Key Contributions in Robotic AI and Automation

I spearheaded AI-driven automation initiatives in semiconductor manufacturing, focusing on:

• Leading a specialized team in Robotic AI and Automation to optimize production workflows.
• Developing and deploying AI-powered robotic systems to enhance efficiency and precision.
• Pioneering automation strategies that reduced operational costs and improved throughput.
• Integrating cutting-edge automation technologies across cross-functional teams and manufacturing facilities.
• Advancing deep learning defect inspection techniques, including defect detection, classification, segmentation, and root cause analysis (RCA) to enhance accuracy and reliability.
• Mentoring engineers in AI and automation, fostering a culture of innovation and technical excellence.

Current Research Interests

1. Computer Vision
   • Developing 2D and 3D foundation models for object detection, segmentation, and 3D reconstruction.
2. Generative AI
   • Exploring generative models for process optimization, anomaly detection, and the development of Generative Digital Twins for simulation and system modeling.
3. Robotic AI
   • Researching RL, VLA, VLN and Real2Sim/Sim2Real methodologies for intelligent robotic systems.

At the moment, I’m actively seeking passionate and motivated graduate and doctoral students who share a keen interest in exploring this captivating research domain. If you’re enthusiastic about investigating the intersection of AI and creativity, I wholeheartedly encourage you to reach out to me directly or utilize the personalized assistant available as a chatbot in the bottom right corner. Don’t hesitate to inquire about any topics that pique your interest!