👋 Hi! I'm Doby

• 👨‍⚕️ I'm Medical AI Researcher & Engineer
• 😆 Currently, I'm interested in Medical AI, and Causal Inference.
• 🏠 My Blog, Doby's Lab! Usually, AI-related concepts, development-related issues, and memoirs.
• 📞 Contact Me : dobylive01@gmail.com

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👨‍🎓 Degree

• B.S.
  • School of IT Convergence, University of Ulsan (2020.03-Present)

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⏳ Experience

• CVML Lab @University of Ulsan

  • Cerebral Infraction, Early Neurological Deterioration Research collaboration with Ulsan University Hospital (2025.03-Present)
  • Adolscent Idiopathic Scoliosis Clustering Research collaboration with Asan Medical Center (2024.05-2024.12)

• Guam Software Engineering Short-Term Training (2025.06.30-2025.07.04, 5 days)

• ETRI

  • 2025 Winter Research Internship (2025.01-2025.02)

• deep daiv.

  • '24 Spring Challenge, Team Medical AI - Mentor (2024.04-2024.07)
  • '24 Winter Challenge, Team Medical AI - Member (2024.02-2024.04)
  • '23 Summer Challenge, Team Medical AI - Member (2023.08-2023.10)

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📃 Publications

APA Format + Author Contributions

💡 Journals

• DH Kim, SH Park, DW Kwon, CS Lee, DH Lee, JH Cho, CJ Hwang. (2025). Classification of Adolescent Idiopathic Scoliosis Curvature Using Contrastive Clustering. Spine (Published, but it's not final form.)

💡 Conferences

• Soon.

💡 Domestic Journals

• Kim, H. D.¹, Kim, M. G.¹, Kim, J.¹, Kwon, D. W.², Jo, D.^*, Kim, D.^* (2025). Welding Bead Estimation with a Conditional Diffusion-based Generative Model for Constructing a VR Training Simulator. Journal of information and communication convergence engineering, 23(2), 144-153.
• 권다운^*. (2024). U-Net 기반 아키텍처를 활용한 울혈성 심부전 환자 폐부종 진단 방법론 연구. Journal of the Korea Institute of Information & Communication Engineering, 28(4).

💡 Domestic Conferences

• Dawoon Kwon¹, Daehwan Kim^*. (2025). AlCheNet: A Pathology-informed Graph Representation of Channel-wise EEG for Alzheimer’s Disease Classification. International Conference on Future Information & Communication Engineering. (Accepted, but not published yet.)
• 권다운¹, 김대환^*. (2024). SRL-AE: ECG 데이터 이상치 탐지에 강인한 오토인코더 알고리즘. 대한전자공학회 학술대회, 647-651.
• 권다운¹, 장소현¹, 권보영¹, 박준영^*. (2023). 머신러닝을 활용한 당뇨병 환자의 관상 동맥 질환 모델 개발. 한국통신학회 학술대회논문집, 1101-1102.

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🏆 Awards

• 2025 괌 SW 단기 연수 해커톤 경진대회 - 최우수상(2등, 2nd Prize 🥈)
• 2025 울산대학교 캡스톤 디자인 경진대회, 논문 분야 - 최우수상(1등, 1st Prize 🥇)
• 2025 울산대학교 캡스톤 디자인 경진대회, 졸업 작품 분야 - 최우수상(2등, 2nd Prize 🥈)

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🦾 Tech Stacks

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💻 Algorithm Problem Solving (BOJ)