Sumin Seo

Machine Learning Researcher at Medipixel Inc.

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🐟: 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

  1. editcrafter.png
    EditCrafter: Tuning-free High-Resolution Image Editing via Pretrained Diffusion Model
    In CVPR 2nd Workshop on Human-Interactive Generation and Editing, 2026
  2. digda.png
    Diffusion-Based User-Guided Data Augmentation for Coronary Stenosis Detection
    Sumin Seo, In Kyu Lee, Hyun-Woo Kim, Jaesik Min, and Chung-Hwan Jung
    In International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2025
  3. abloop.png
    Accurate antibody loop structure prediction enables zero-shot design of target-specific antibodies
    Yewon Bang, Yoon-Aa Choi, Jeonghyeon Gu, Sohee Kwon, Dohoon Lee, and 6 more authors
    bioRxiv, 2024
  4. elvis.png
    ELVIS: Empowering Locality of Vision Language Pre-training with Intra-modal Similarity
    Sumin Seo, JaeWoong Shin, Jaewoo Kang, Tae Soo Kim, and Thijs Kooi
    arXiv preprint arXiv:2304.05303, 2023
  5. bioasq.png
    Data-centric and model-centric approaches for biomedical question answering
    Wonjin Yoon, Jaehyo Yoo, Sumin Seo, Mujeen Sung, Minbyul Jeong, and 2 more authors
    In International Conference of the Cross-Language Evaluation Forum for European Languages (CLEF), 2022
  6. ei.jpg
    Association between urban green space and the risk of cardiovascular disease: A longitudinal study in seven Korean metropolitan areas
    Sumin Seo, Seulggie Choi, Kyuwoong Kim, Sung Min Kim, and Sang Min Park
    Environment international, 2019