WooU JaewonLee0217

Jaewon Lee

International Journal/Conference Papers (+2)
- Lee, J.W., Lee, S.M.*, Separable Contextual Graph Neural Networks to Identify Tailgating-Oriented Traffic Congestion. Journal of *Expert Systems with Applications (ESWA) (SCI, Q1, 2024, https://doi.org/10.1016/j.eswa.2024.124354)
- Lee, J.W., Lee, S.M.*, Kang, J.Y., Progressive Curriculum Learning with Focal Loss for Knowledge Distillation. *The International Joint Conference on Artificial Intelligence (IJCAI) (Top-tier conference, submitted, 2024)
Domestic Scholarly Papers/Presentations (+9)

ML/DL Algorithms , Lightweight AI, Computer Vision, Predictive Analytics in Manufacturing
Research Interests I: ML/DL Algorithms
- Development and Improvement of Algorithms for Anomaly Detection, Time Series Prediction, and Data Generation
- Data Prediction and Interpretation through Graph Neural Network Models
- Efficiency Improvement in Deep Neural Network Model Training through Curriculum Learning
Research Interests II: Lightweight AI
- Exploration and Compression Techniques for Lightweight Models to Improve Model Inference Speed
- Utilization and Improvement of Knowledge Distillation Algorithms for Compression Efficiency and Accuracy
- Retraining Techniques for Model Calibration Performance Improvement
Research Interests III: Computer Vision
- Pose Estimation and Recognition for Camera Application Services
- Representation Learning for Image Recognition and Object Detection Model
- Stain Normalization in Pathological Images and Detection of Tumor Objects
Research Interests IV: Predictive Analytics in Manufacturing
- Machine Learning-based Optimization: Shortest Path Search, Dynamic Vehicle Routing, Facility Location Problem
- Reinforcement Learning for Efficient Vehicle Path Setting in AMHS(Automated Material Handling Systems)

Excellent Paper Award, Fall Conference Paper Competition, Korea Data Mining Society, 2023(Nov 7)
Excellent Paper Award, SAS Student Paper Competition, Korea Data Mining Society, 2023(Jun 23-24)
Excellent Award, Saltlux Hackathon Competition, 2022(Jan 18)
Excellent Award, 5G/AI-based ICT Convergence Service Idea Competition, Korean Institute of Communications and Information Sciences (KICS)

(16.03 - 현재) 광운대학교 컴퓨터소프트웨어학과 재학
(17.11 - 19.07) Operation and Management of Large-Scale Tactical Command System DB Server & Application Program, Republic of Korea Army, South Korea
(19.09 - 19.12) C# based - 대학교 소개팅 프로그램 개발
(20.06 - 20.09) AIschool 8기 수료
(20.06 - 20.08) 공개 SW 개발자 대회 참가 'Hand Pose Recognition'프로그램 개발
(20.08 )토이프로젝트 '인공지능 애완동물 품종 분류기'프로그램 개발
(20.10 - 21.01) Google Developers 'Machine Learning Bootcamp' 1기 활동
(20.09 - 21.06 ) 산학연계 SW 프로젝트 KNOWHOW팀 '인공지능 원가(손익/예산) 분석 및 예측 플랫폼' 개발
(21.01) 한국통신학회 동계종합학술발표회 5G/AI기반 ICT융합서비스 아이디어 경진대회 "Salice" /res-우수상
(21.02) MZ 인공지능 경진대회 '의료 용어 질의응답(MediQuad) 시스템' 개발
(21.02) 토이프로젝트 'JW chatbot'프로그램 개발
(21.02 ) SW중심대학 공동해커톤 참가 'Photo With AI' 프로그램 개발

-(21.03 - 22.02) '인공지능 서비스 연구실' 학부 연구생

-(22.03 - 24.02) '인공지능 서비스 연구실' 인공지능 대학원 석사과정

-(24.02 - now) '인공지능 서비스 연구실' AIaaS Lab Researcher

- Languages: Python (main), R, C++, C# - Tools: Pytorch, Tensorflow, GitHub, Django, MySQL