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  • Kyung Hee Univ.
  • Seoul, Korea

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@IDEA-m

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hannn0403/README.md

πŸ‘¦ About Me

πŸ“– Educations

  • M.S in Department of Software Convergence, Kyung Hee University, 2023.03 ~ Present.
  • B.E. in Department of Software Convergence, Kyung Hee University, 2017.03 ~ 2023.02.

⚑Tools & Skills

linux git docker python
numpy scipy scikitlearn pandas opencv pytorch lightning
streamlit

  • Medical AI (Brain MRI, Chest X-Ray, EEG)
  • Machine Learning & Deep Learning
  • Explainable AI (xAI)
  • Meta Learning
  • Large Language Model
  • In-context Learning
  • Multimodal AI
  • Parameter Efficient Fine-tuning

πŸ‘¨β€πŸŽ“ Experiences

  • M.S. Student at AIMS (Artificial Intelligence in Medicine and Science) Lab, Kyung Hee University, 2023.02 ~ Present.
  • Undergraduate Researcher at AIMS (Artificial Intelligence & Medical Science) Lab, Kyung Hee University, 2021.07 ~ 2023.02.

πŸ“š Publications

  • Juhyuk Han, Minjae Kim, Yeonwoo Kim, Won Hee Lee, "A patient-centered framework for chest X-ray report generation using self-reflective large language models", Computers in Biology and Medicine, 2025. (Under Review)
  • Juhyuk Han, Tae Seong Kim, Hye Jeong Jo, Won Hee Lee, "LMR-CL: Learning Modality-Fused Representations with Contrastive Loss for Multimodal Emotion Recognition", Proceedings of the Korea Computer Congress (KCC), 2023.
  • Juhyuk Han, Seo Yeong Kim, Junhyeok Lee, Won Hee Lee, "Brain Age Prediction: A Comparison between Machine Learning Models Using Brain Morphometric Data.", MDPI, Sensors, 2021.
  • Juhyuk Han, Junhyeok Lee, Won Hee Lee, "Investigating Individual Variability in Neuroimaging-Based Brain Age Estimation Using Interpretable Machine Learning", Proceedings of the Korea Software Congress (KSC), 2022.
  • Sung Woo Joo, Junhyeok Lee, Juhyuk Han, Minjae Kim, Yeonwoo Kim, Howook Lee, Young Tak Jo, Jaewook Shin, Jungsun Lee, Won Hee Lee, β€œDisparities in accelerated brain aging in recent-onset and chronic schizophrenia", Psychological Medicine, 2025.
  • Junhyeok Lee, Juhyuk Han, Won Hee Lee, "Anomaly Detection in Brain MRI with Generative Adversarial Networks", Proceedings of the Korea Computer Congress (KCC), 2023.
  • Sunghwan Moon, juhyuk Han, Won Hee Lee, "Federated Learning for Brain Age Prediction", Proceedings of the Korea Software Congress (KSC), 2021.

πŸ“Š Projects

Readme Card Readme Card

πŸ† Awards

  • Team AIMS (Juhyuk Han, Hye Jeong Jo, Tae Seong Kim) won the 2nd prize award (Winner of the Minister of Science and ICT Award, κ³Όν•™κΈ°μˆ μ •λ³΄ν†΅μ‹ λΆ€μž₯관상 μˆ˜μƒ) at the 2023 ETRI Human Understanding Artificial Intelligence Paper Contest (νœ΄λ¨Όμ΄ν•΄ 인곡지λŠ₯ λ…Όλ¬Έκ²½μ§„λŒ€νšŒ). (2022.07.)
  • Winning of the 2022 academic award (ν•™μˆ μƒ) at KHU
  • Summa Cum Laude graduate student at Software Convergence, Kyung Hee University. (2023.02.)
  • Winning of the first prize in the SW-Centered University (SW 쀑심 λŒ€ν•™) hosted Software Festival for the implementation of 'User-friendly Music Composition Algorithm Based on EEG'. (2021 12.)
  • Received the Grand Prize in the [LINC+] 2021 2nd Semester Capstone Design Competition for the implementation of 'User-friendly Music Composition Algorithm Based on EEG'. (2021 12.)
  • Received an Honorable Mention in the 2nd Shipbuilding/Maritime Industry Big Data/AI College Student Competition for Digital Innovation in the Shipbuilding/Maritime Industry, hosted by Hyundai Heavy Industries (ν˜„λŒ€ 쀑곡업). (2022.02.)
  • Ranked 3rd in the Software Convergence Dacon Data Analysis Competition hosted by a Software-Centric University (SW 쀑심 λŒ€ν•™). (2022.06.)
  • Awarded Excellence Prize in the Main Round of the AI Competition hosted by Dacon and Software-Centric University (SW 쀑심 λŒ€ν•™). (2022.11.)

Pinned Loading

  1. BrainAgePrediction BrainAgePrediction Public

    Comparing multiple Machine learning algorithms in Brainage prediction

    Jupyter Notebook

  2. LMR-CL LMR-CL Public

    Learning Modality-Fused Representations with Contrastive Loss for Multimodal Emotion Recognition

    Python 1

  3. SW_AI_Competition SW_AI_Competition Public

    SW μ€‘μ‹¬λŒ€ν•™ 곡동 AI κ²½μ§„λŒ€νšŒ (λ³Έμ„ ) - Optical Character Recoginition (OCR)

    Python

  4. SWC_DACapstoneDesign SWC_DACapstoneDesign Public

    Jupyter Notebook

  5. transformer-based-meta-matching-stacking transformer-based-meta-matching-stacking Public

    Python