Skeleton-Guided Progressive Test-Time Adaptation for Thin Curvilinear Structures
arXiv 2026 arXiv preprint, arXiv:2610.11104
Experience
Research Experience
Seoul National University Hospital
Medical AI Researcher, 2021–2023 · Ph.D. Research Collaborator, 2023–Present ·
Medical Vision Lab
Developing AI models for diverse medical imaging applications in close collaboration with clinicians.
Korea Institute of Science and Technology (KIST), Brain Science Institute
Research Intern, 2020–2021
Studied basal ganglia circuits and motor control through in vivo optogenetics, behavioral experiments, and fluorescence imaging.
Education
Education
Seoul National University
2023 – Present
Ph.D. Candidate, Interdisciplinary Program in Bioengineering
Advisors: Prof. Jin-Wook Choi, and Prof. Young-Gon Kim
Peking University
2016 – 2020
B.S. in Psychological & Cognitive Sciences
Research
Publications
2026
AI-Generated
From Static Diagnosis to Dynamic Guidance: Evolution of Artificial Intelligence in Pediatric Neuroimaging
JKNS 2026 Journal of Korean Neurosurgical Society, 69(3):329–337
2025
Automated AI-Based Identification of Autism Spectrum Disorder from Home Videos
npj Digit Med 2025 npj Digital Medicine, 8:607
2024
Differential Diagnosis of Pleural Effusion Using Machine Learning
Annals ATS 2024 Annals of the American Thoracic Society, 21(2):211–217
2023
† Co-first author. These authors contributed equally. * Co-corresponding author.
Talks
Presentations
2026
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Oral
Structure-Preserving Test-Time Adaptation for Cross-Modality Retinal Vessel Segmentation 2026 Spring Conference of the Korean Society of Medical Informatics (KoSMI), Cheongju, Korea
2025
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Poster
Assessment of Systemic Health Using Retinal Age Gap: Development of a Predictive Model and Clinical Applicability 2025 Annual Conference of the Korea Society of Artificial Intelligence in Medicine (KoSAIM), Seoul, Korea
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Oral
Assessment of Systemic Health Using Retinal Age Gap: Development of a Predictive Model and Clinical Applicability MICCAI 2025 AMAI Workshop, Daejeon, Korea 🏅 Best Abstract Award – Honorable Mention
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Oral
Assessment of Systemic Health Using Retinal Age Gap: Development of a Predictive Model and Clinical Applicability 2025 Spring Conference of the Korean Society of Medical Informatics (KoSMI), Busan, Korea 🏅 Best Paper Award
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Oral
Self-Supervised Learning for Mesangial Proliferation Prediction in Digital Pathology The 45th Annual Meeting of the Korean Society of Nephrology (KSN 2025), Seoul, Korea
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Oral
Foundation Models in Healthcare: Development, Necessity and Implementation Strategies 2025 HIMSS Global Health Conference & Exhibition, Las Vegas, NV, USA
2023
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Oral
The Impact of AI-Assistance on Predicting Recurrence in Neovascular Age-Related Macular Degeneration for Ophthalmologists 2023 Fall Conference of the Korean Society of Medical Informatics (KoSMI), Bundang, Korea 🏅 Best Paper Award
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Poster
Development and Validation of Pretrained Model for Fundoscopy-Specific using Large-Scale Images 10th Workshop on Ophthalmic Medical Image Analysis (OMIA-X) @ MICCAI 2023, Vancouver, Canada
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Poster
Predicting the First Recurrence in Patients with Neovascular AMD Using Deep Learning 2023 American Society of Retina Specialists (ASRS), Seattle, WA, USA 🏅 Poster Award Winner
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Oral
Development and Validation of Pretrained Model for Fundoscopy-Specific using Large-Scale Images 2023 Spring Conference of the Korean Society of Medical Informatics (KoSMI), Daegu, Korea 🏅 Best Paper Award
Competitions
Challenges & Awards
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Award
Hana Bank President's Award, 2024 Digital Wellness Competition
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2nd Place
Healthcare AI Learning Platform Challenge 2023 — Themes 4 & 6
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3rd Place
Digital Pathology AI Hackathon, CODiPAI Challenge
Press
