About Me

Hello 🌿! I am a medical AI researcher passionate about addressing real-world clinical challenges through AI.
I am an M.S. student in Biomedical Engineering at Seoul National University Biomedical Informatics (BMI) Lab, advised by Prof. Kwangsoo Kim.

My research focuses on Medical AI, Deep Learning, Bio-signal Processing, and Computer Vision.
By applying tailored AI approaches to specific clinical problems, I enhance medical decision-making and create actionable insights from complex clinical data.
Beyond healthcare, my recent work in 3D model generation demonstrates my interest in exploring diverse research domains where AI can create meaningful impact.

I am always open to collaborations on projects that apply AI to solve real-world problems.
Feel free to reach out to discuss research opportunities!

News

• Mar 2025: S3D accepted to GMCV Workshop at CVPR 2025! I will present a poster at the conference. See you in Nashville 🎸!
• Feb 2025: Successfully completed 6 month visiting scholar program at Carnegie Mellon University’s School of Computer Science (Aug 2024 - Feb 2025)

Publications

2025

• A deep-learning algorithm using real-time collected intraoperative vital sign signals for predicting acute kidney injury after major non-cardiac surgeries: A modelling study [paper]
  Sehoon Park*, Soomin Chung*, Yisak Kim, Sun-Ah Yang, Soie Kwon, Jeong Min Cho, Min Jae Lee, Eunbyeol Cho, Jiwon Ryu, Sejoong Kim, Jeonghwan Lee, Hyung Jin Yoon, Edward Choi, Kwangsoo Kim+, Hajeong Lee+ (*co-first author)
  PLOS Medicine (SCIE, IF=10.5, JCR 2023 top 3.5%)

• S3D: Sketch-Driven 3D Model Generation [paper]
  Hail Song, Wonsik Shin, Naeun Lee, Soomin Chung, Nojun Kwak, Woontack Woo
  GMCV Workshop at CVPR’25

• Prediction of reduced left ventricular ejection fraction using atrial fibrillation or flutter electrocardiograms: A machine-learning study [paper]
  Soonil Kwon*, Soomin Chung*, So-Ryoung Lee+, Kwangsoo Kim+, Junmo Kim, Dahyeon Baek, Hyun-Lim Yang, Eue-Keun Choi, Seil Oh (*co-first author)
  Digital Health (SCIE, IF=2.9)

• Longitudinal ECG Analysis with Deep Learning for Improved Detection of Reduced Left Ventricular Ejection Fraction [paper]
  Soomin Chung
  M.S. Thesis, Seoul National University

2024

• Reinforcement learning model for optimizing dexmedetomidine dosing to prevent delirium in critically ill patients [paper]
  Hong Yeul Lee*, Soomin Chung*, Dongwoo Hyeon, Hyun-Lim Yang, Hyung-Chul Lee, Ho Geol Ryu+, Hyeonhoon Lee+ (*co-first author)
  npj Digital Medicine (SCIE, IF=15.2, JCR 2023 top 0.9%)

• Method and Apparatus for Drug Adjustment for Delirium Prevention
  Hyeonhoon Lee, Soomin Chung, Hong Yeul Lee
  Korean Patent Application 10-2023-0138995

2021

• Machine Learning Approaches as An Alternative to Human Psychophysical Tests of Prosthetic Vision [paper]
  Na Min An, Hyeonhee Roh, Soomin Jung, Eun Ju Kim, Maesoon Im+
  IEEE EMBC 2021

• Neural information of artificial vision varies depending on the level of spiking heterogeneity across retinal ganglion cells [paper]
  Hyeonhee Roh, Eunju Kim, Soo Min Chung, Joon Ho Kang, Taegon Kim, Maesoon Im+
  ARVO 2021

Education

• Visiting Scholar, Software and Societal Systems, Carnegie Mellon University, Aug 2024 - Feb 2025
  • Sponsored by Institute of Information & Communications Technology Planning & Evaluation (IITP)
• M.S. in Biomedical Engineering, Seoul National University, Sep 2022 - Feb 2025
  • GPA: 4.27/4.5
• B.S. in Mechanical & Biomedical Engineering (Minor in Computer Engineering), EWHA Womans University, Mar 2018 - Aug 2022
  • GPA: 4.22/4.5

Experience

• Research Intern, Seoul National University Biomedical Informatics (BMI) Lab, advised by Prof. Kwangsoo Kim (Jan 2022 - Aug 2022)
• Data Analyst (Freelancer), KCWI Inc. - Driving Safety in Vehicles (Mar 2021 - Feb 2022)
• Research Intern, Korea Institute of Science and Technology (KIST), Brain Science Institute, Im Lab, advised by Prof. Maesoon Im (Sep 2020 - Feb 2021)
• Vice President, Young Engineers Honor Society (YEHS) (Jan 2021 - Dec 2021)

Awards & Fellowships

• 2nd Place, SNU x Upstage LLM Project Hackathon (May 2024)
• Academic Excellence Scholarship, Seoul National University (Sep 2022)
• Silver Award, Engineering Capstone Design Contest, EWHA Womans University (Dec 2021)
• 8th Class Scholar, Woonhae Scholarship Foundation (Jan 2021)
• Highest Academic Excellence Scholarship (Top 2%), EWHA Womans University (Aug 2020)
• Academic Excellence Scholarship (Top 6%), EWHA Womans University (Feb 2020, Feb 2021)