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hyuki0003/README.md

πŸ‘‹ Hi there, I'm Dong-Hyuk Lee

AI Researcher, Programmer & Project Manager Interested in AI, NLP, CV, HCI and Embedded Computer

LinkedIn Notion Instagram GitHub Gmail


πŸŽ“ Education

  • M.S. in Electronics and Communication Engineering, Kwangwoon University
  • B.S. in Computer Software Engineering, Hansung University
  • B.S. in IT Convergence Engineering, Hansung University

πŸ“’ News

  • [Mar, 2026] πŸŽ‰ Our paper "INTER-DIALOG CONTRASTIVE LEARNING FOR MULTIMODAL EMOTION RECOGNITION IN CONVERSATIONS" has been accepted for an oral presentation at ICASSP 2026! See you in Barcelona, Spain!
  • [Feb, 2026] 🏫 Graduated NeuroAI Lab. at Kwangwoon University (Advisor: Prof. Young-Seok Choi).
  • [Jan, 2026] πŸŽ‰ Our paper "INTER-DIALOG CONTRASTIVE LEARNING FOR MULTIMODAL EMOTION RECOGNITION IN CONVERSATIONS" has been accepted to ICASSP 2026!
  • [May, 2024] πŸ₯‡ Our paper "Emotion Recognition based on Multimodal Graph Representation Learning of Senior Utterance" received the Best Poster Paper Award at KOSOMBE 2024!
  • [Mar, 2024] 🏫 Joined NeuroAI Lab. at Kwangwoon University (Advisor: Prof. Young-Seok Choi).

πŸ† Achievement

  • 2024 | Best Poster Award (The Korean Society of Medical & Biological Engineering)

πŸ“„ In Progress


πŸ“„ Under review

  • D.-H. Lee, D. H. Kim and Y.-S. Choi, "Remote Heart Rate Estimation via Global-Local Contrastive Learning for Robust Physiological Measurement," IEEE Transactions on Consumer Electronics (TCE), 2026

πŸ“„ Journals & Conferences

  • D.-H. Lee, D. H. Kim and Y.-S. Choi, "Inter-Dialog Contrastive Learning for Multimodal Emotion Recognition in Conversations," IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2026 (Oral Presentation)
  • 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.
  • 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.
  • D.-H. Lee, Y.-S. Choi, "Remote Heart Rate Estimation with Blood Flow-Direction-Aware Spatio-Temporal Maps and Cross-Color Space Attention," Summer Annual Conference of IEIE, Jun. 2025.
  • D.-H. Lee, D. H. Kim, and Y.-S. Choi, "Remote Heart Rate Estimation From Facial Videos With Balanced Contrastive Learning," *International Conference on Electronics, Information, and Communication (ICEIC), Jan. 2025.
  • D.-H. Lee, Y.-S. Choi, "Contactless Heart Rate Estimation based on Patch Shift fused Video Vision Transformer," 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.

πŸ“„ Thesis

  • D.-H. Lee, "Inter-Dialog Contrastive Learning for Multimodal Emotion Recognition in Conversations", Master's Thesis, Kwangwoon Univ., Dec. 2025.

πŸ“œ Patents

  • Y.-S. Choi, D.-H. Lee, "생리학적 혈λ₯˜ λ°©ν–₯ 기반 μ‹œκ³΅κ°„ νŠΉμ§•λ§΅κ³Ό ꡐ차 주의 집쀑을 μ΄μš©ν•œ 비접촉 원격 μ‹¬λ°•μˆ˜ μΆ”μ • μ‹œμŠ€ν…œ", "Remote Heart Rate Estimation System with Blood Flow-Direction-Aware Spatio-Temporal Maps and Cross-Color Space Attention"
    • Application No: 10-2025-0123545 (2025.09.01)

πŸ’» Tech Stack

Category Skills
Research Interests NLP CV Emotion Recognition
Biosignal Analysis Multimodal Learning
Languages Python C LaTeX
AI & Frameworks PyTorch Scikit-Learn TensorFlow
Data & Vision Pandas NumPy OpenCV
Tools & DevOps Git VS Code Jupyter
OS & DB Ubuntu Windows MySQL

Pinned Loading

  1. IDCL IDCL Public

    [ICASSP 2026] Official Implementation of Inter-Dialog Contrasive Learning for MERC

    1

  2. TCE2026_GLCL TCE2026_GLCL Public

    Available Soon

  3. Craving_Biomarker_Analysis_official_test Craving_Biomarker_Analysis_official_test Public

    Official Test Repository of [STEAM - Craving Biomarker Analysis]

    Jupyter Notebook

  4. IITP_MER IITP_MER Public

    Official Implementation of [IITP - Speech-based MER for SENIOR]

    Python 1