Education

M.S. Dept. of AI & Robitics, Sejong Univ.

• Sep. 2024 ~ Aug. 2026

• Advisor : Yukyung Choi

B.S. Dept. of Intelligent Mechatronics Engineering, Sejong Univ.

• Mar. 2019 ~ Aug. 2024

Undergraduate Research Program (URP), Sejong RCV Lab.

• Jan. 2023 ~ Aug. 2024

Publications
Video Scene Graph Generation via Temporal Relation Change Modeling

• Jae-Yeon Heo, Geuntaek Lim, and Yukyung Choi

• Under Review.

A Study on Application of Self-supervised Learning for Multispectral Pedestrian Detection

• Jae-Yeon Heo, Ui-Cheol Jung, Yujin Hwang, and Yukyung Choi

• Journal of Institute of Control, Robotics and Systems (Journal of ICROS), May 2025 

Projects

Development of Industrial Convergence Service Technologies Based on Small Large Multimodal Foundation Models (sLMM)

• Funding agency : Institute of Information & Communications Technology Planning & Evaluation (IITP)

• Video RAG and LVLM/MLLM-based Automatic Anomaly Surveillance Report Generation Technology Development

• April. 2026 ~ Present

Research on the Core Technology of Data Integration and Augmentation for OTT User Analysis

• Funding agency : National Research Foundation of Korea (NRF)

• Video Scene Graph Generation for Intelligent System Applications

• Mar. 2025 ~ Present

Development of Dark Data Analysis Technology for Data Scale and Accuracy Improvement

• Funding agency : Institute of Information & Communications Technology Planning & Evaluation (IITP)

• Self-Supervised Learning for EO/IR Multispectral Detection

• Active Learning Technique Development

• Mar. 2023 ~ Dec. 2024