林穎志 Frank Lin

Ph.D. Candidate @ National Yang Ming Chiao Tung University
Medical Image Analysis · Computer Vision · AI for Medicine

Bio

Ying-Chih Lin is a Ph.D. candidate in the Department of Computer Science at National Yang Ming Chiao Tung University. He focuses on developing robust and data-efficient learning algorithms for medical imaging applications, with an emphasis on addressing challenges such as limited annotations, class imbalance, and disease co-occurrence. During his Ph.D., he has published multiple first-author papers at leading international venues, including the International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI). He also serves as a reviewer for MICCAI, contributing to the peer-review process of the premier conference in medical image computing.

Research Focus

Multi-label Learning Semi-supervised Learning Few-shot Learning Contrastive Learning Long-tailed Distribution

News

June. 2026
🎉 Paper accepted by MICCAI! (Oct. Strasbourg, France 🇫🇷)
"Reference-Guided Gradient Balancing Loss for Long-Tailed Multi-Label Medical Image Classification"
Mar. 2026
🖋️ Serve as a reviewer for MICCAI 2026.
Jun. 2025
🎉 Paper accepted by MICCAI! (Sep. Daejeon, South Korea 🇰🇷)
"Weighted Stratification in Multi-Label Contrastive Learning for Long-Tailed Medical Image Classification"

Experiences

Education

Ph.D Candidate

2022.09 - Now

Institute of Computer Science and Engineering
National Yang Ming Chiao Tung University

M.S.

2019.09 - 2021.06

Institute of Public Health - Medical Informatics
National Defence Medical Center

B.S.

2015.09 - 2019.06

Department of Healthcare Administration and Medical Informatics
Kaohsiung Medical University

High School

2012.09 - 2015.06

Taipei Municipal ChengGong High School

Work Experiences

Part Time

2026.04 - Now

National Center for High-Performance Computing
Hsinchu, Taiwan

Intern Engineer

2022.07 - 2022.08

TAIMEDimg, Algorithm R&D
Taiwan AI Labs
Taipei, Taiwan

Research Assistant

2020.02 - 2020.12

Department of Chinese Medicine
Tri-Service General Hospital
Taipei, Taiwan