Min Seok Lee

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Min Seok Lee

B.E., Kwangwoon University
(2017.03 ~ 2023.02)
M.S./Ph.D. integrated course, Kwangwoon University
(2024.03 ~ Present)

Research Interests

Graph Neural Network (GNN)
Foundation Model
Multimodal Biosignal AI

Journal Articles

M. S. Lee, D. H. Kim, and Y.-S. Choi, "Enhancing EEG-based Emotion Recognition Using Sparse Dynamic Graph CNN with ℓ2,1 -norm," IEEE Sensors Journal, vol. 25, no. 22, Nov 2025. <Link>

Conferences

M. S. Lee, Y.-S. Choi, "Contactless Blood Pressure Estimation Using Complex-Valued Graph Neural Networks Considering Inter-ROI Phase Delays," Summer Annual Conference of IEIE, Jun. 2026.
M. S. Lee and Y.-S. Choi, "Contactless Vital-Sign Recognition Using a Facial Video-Based Photoplethysmography Foundation Model," Winter Annual Conference of KIBME, Dec. 2025.
M. S. Lee, D. H. Kim, D.-H. Lee, J.-Y. Lee, Y.-S. Choi, et al., "Correlation Analysis of Biomarkers using Multimodal Biosignals for Detecting Craving States in Patients with Substance Use Disorder," Autumn Annual Conference of IEIE, Nov. 2025.
J. -Y. Lee, D. H. Kim, M. S. Lee, Y.-S. Choi, "Semi-supervised Graph Convolutional Network for Emotion Recognition using Multimodal Biosignals Fusion," Autumn Annual Conference of IEIE, Nov. 2025.
M. S. Lee and Y.-S. Choi, "Transfer Learning with a Pretrained Foundation Model for Atrial Fibrillation and Flutter Detection on Single-Lead ECG," The 40th International Technical Conference on Cricuit/Systems, Computers and Communications (ITC-CSCC), Jul, 2025. <Link>
M. S. Lee, J.-Y. Lee, D.-H. Lee, D. H. Kim, Y.-S. Choi, et al., "A Study on the Exploration of Physiological Biomarkers for Classifying Alcohol Craving Levels Based on Heart Rate Responses," Summer Annual Conference of IEIE, Jun. 2025.
M. S. Lee, D. H. Kim, Y.-S. Choi, "L2,1-norm-based Sparse Dynamic Graph Convolution Neural Network," Summer Annual Conference of IEIE, Jun. 2024.
D. H. Kim, M. S. Lee, D.-H. Lee, C.-M. Kim, S. S. Park, J.H. Son, Y.-S. Choi, et al., "Emotion Recognition based on Multimodal Graph Representation Learning of Senior Utterance," Summer Annual Conference of KOSOMBE, May 2024. - Excellence Award.

Patents

광용적맥파 파운데이션 모델을 활용한 얼굴 영상 기반 비접촉식 생체징후 인식 방법
(Contactless Vital-Sign Recognition Method Using a Facial Video-Based Photoplethysmography Foundation Model)
최영석, 이민석, 출원번호: 10-2026-0000682, 출원일자: 2026.01.03
사전학습된 파운데이션 모델을 활용한 단일유도 심전도 기반 심방세동 및 심방조동 검출 전이 학습 시스템
(Transfer Learning System with a Pretrained Foundation Model for Atrial Fibrillation and Flutter Detection on Single-Lead ECG)
최영석, 이민석, 출원번호: 10-2025-0129516, 출원일자: 2025.09.10

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