Sumin Seo
Machine Learning Researcher at Medipixel Inc.
🐟: Nice to meet you!
📬 soochem23 [at] gmail [dot] com
I am a Machine Learning Researcher at Medipixel Inc., a healthcare AI startup in South Korea focusing on cardiovascular imaging analysis. I received my M.S. in Artificial Intelligence Applications from Korea University under the supervision of Prof. Jaewoo Kang and my B.S. in Biological Sciences and Data Science (Self-Designed Transdisciplinary Studies) from Sungkyunkwan University. I have also worked as a research intern at Lunit with Dr. Taesoo Kim and at the Health System Data Science Lab of Seoul National University under the supervision of Prof. Sang Min Park.
My research focuses on clinically grounded control for medical generative and foundation models, with specialized expertise in medical imaging (primarily X-ray images), deep learning, and multimodal representation learning. I am interested in building robust, reliable, and interpretable medical AI systems that can be safely deployed in real-world clinical workflow.
I love all kinds of movies and fictions, including indie films and science fiction. The quote I cherish most is:
"The only thing I do know… is that we have to be kind, especially when we don't know what's going on."
— Everything Everywhere All at Once (2022)
selected publications
Accurate antibody loop structure prediction enables zero-shot design of target-specific antibodiesbioRxiv, 2024
ELVIS: Empowering Locality of Vision Language Pre-training with Intra-modal SimilarityarXiv preprint arXiv:2304.05303, 2023
Association between urban green space and the risk of cardiovascular disease: A longitudinal study in seven Korean metropolitan areasEnvironment international, 2019