B.E., Kwangwoon University (2016.03 ~ 2022.02)
Internship, Korea Institute of Science and Technology (KIST) (2020.12~2021.02)
M.S./Ph.D. Integrated Course, Kwangwoon University (2022.03 ~ )
Neuroengineering
Human-centered AI
Multimodal Learning
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, accepted.
D. H. Kim and Y.-S. Choi, "Semi-supervised graph contrastive learning for emotion recognition based on electroencephalogram signals," Engineering Applications of Artificial Intelligence, vol. 161, part A, Dec. 2025. <Link>
D. H. Kim, J.-O. Park, D.-Y. Lee, and Y.-S. Choi, "Multiscale distribution entropy analysis of short epileptic EEG signals, " in Mathematical Biosciences and Engineering, vol. 21, no. 4, Apr. 2024. <Link>
D.-H. Lee, D. H. Kim, and Y.-S. Choi, "Remote Heart Rate Estimation From Facial Videos With Balanced Contrastive Learning," ICEIC 2025, Jan. 2025.
D. H. Kim, and Y.-S. Choi, "Multimodal Emotion Recognition based on Global Information Fusion in Conversations, " ITC-CSCC 2024, Jul. 2024.
D. H. Kim, and Y.-S. Choi, "Facial Video-based Contactless Blood Pressure Estimation Using End-to-End Graph Convolutional 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.
D. H. Kim, and Y.-S. Choi, "Semi-supervised EEG emotion recognition with Discriminative Graph Transformer Model," IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia), Oct. 2023. <Link>
D. H. Kim, and Y.-S. Choi, "Semi-supervised Graph Convolution Neural Network based Emotion Recognition using Multimodal Biosignals," Summer Annual Conference of KIBME, Jun. 2023.
D.-H. Kim, and Y.-S. Choi, "EEG-based Emotion Recognition Using Spectral Graph Convolutional Neural Network based on Partial Directed Coherence," IEEE International Conference on Consumer Electronics-Asia (ICCE-Asia). IEEE, Oct. 2022. <Link>
D.-H. Kim, and Y.-S. Choi, "Quantitative EEG based Emotion Recognition Using Graph Convolutional Neural Network," Summer Annual Conference of IEIE, Jul. 2022.
스펙트럼 그래프 컨볼루션 신경망을 이용한 정량화 뇌파 기반 감정 인식 방법
(Quantitative EEG-based Emotion Recognition Method using Spectral Graph Convolutional Neural Network )
최영석, 김대현, 출원번호: 10-2023-0138754, 출원일자: 2023.10.17