PROJECT

  • [PI] Semantic-Based Video Understanding through Meta-Cognitive Inference
    Ph.D Student Research Grant Program | MOE · NRF (Korea), Sep. 2024 ~ Aug. 2026

TOP CONFERENCE * First Author   † Corresponding Author   ‡ Co-author

Submit or Revision 1 Paper
NamGyu Jung*, Chang Choi
Learning Context-Conditioned Predicate Semantics via Prototype Feedback
Accept or Publish 3 Papers
2026
SaeBom Lee, NamGyu Jung‡, Chang Choi
Multimodal-T5 Fusion Transformer for New Fashion Product Sales Forecasting

ACM Symposium on Applied Computing (ACM SAC), Mar. 2026

2025
DOI NamGyu Jung*, Taimoor Khan, Chang Choi
An Attention-based Dual Stream Network for Efficient Electricity Price Forecasting

ACM Symposium on Applied Computing (ACM SAC), Mar. 2025

2024
DOI NamGyu Jung*, SaeBom Lee, Chang Choi
Knowledge Sharing based Lightweight Transformer for Construction Safety Accident Prevention

ACM Symposium on Applied Computing (ACM SAC), Apr. 2024

SCI(E) PUBLICATION * First Author   † Corresponding Author   ‡ Co-author

Submit or Revision 5 Papers
SaeBom Lee, WooChan Choo, NamGyu Jung‡, Chang Choi
Robust Multi-Cell SOH Prediction with TS2-Net for Cross-Cell Generalization
NamGyu Jung*, Chang Choi
CReaL: Complex Modeling with Amplitude–Phase Decomposition for Scene Graph Generation
Taimoor Khan, NamGyu Jung‡, Abdul Hai Karimi, Houda Harkat, Chang Choi
Att-KD Net: An Attention-based Collaborative Learning Framework for Accurate Fire Localization
MyeongHoe Lee, NamGyu Jung*, Chang Choi
Elevating Emotion Text Classification: A Framework for Overcoming Imbalance
MyoungBae Seo, HyungJin Park, NamGyu Jung†
Advanced Transformer-Based Deep Learning for Accident Prevention in Construction Sites
Accept or Publish 5 Papers
2025
DOI NamGyu Jung*, WooChan Choo, Inam Ullah, Habib Khan, Chang Choi
Vulnerability Assessment Method for an Enhanced User Authentication System based on ECG in the Critical Infrastructure Environment

Human-centric Computing and Information Sciences, Q2, IF: 3.0 (Top 45.5%), Nov. 2025

DOI NamGyu Jung*, Angel Panizo-LLedot, David Camacho, Chang Choi
Heterogeneous Semantic Projection Optimization for Thematic Depth in Homogeneous Graph

Cognitive Computation, Q1, IF: 4.3 (Top 22.5%), Mar. 2025

DOI Code NamGyu Jung*, Chang Choi
Union-Redefined Prototype Network for Scene Graph Generation

Expert Systems with Applications, Q1, IF: 7.5 (Top 6.1%), Jun. 2025

DOI NamGyu Jung*, David Camacho, Chang Choi, O-Joun Lee
Curriculum Guided Self-Supervised Representation Learning of Dynamic Heterogeneous Networks

Cognitive Computation, Q1, IF: 4.3 (Top 22.5%), Mar. 2025

2024
DOI Code NamGyu Jung*, Van Thuy Hoang, O-Joun Lee, Chang Choi
Kiosk Recommend System Based On Self-Supervised Representation Learning of User Behaviors in Offline Retail

IEEE Internet of Things Journal, Q1, IF: 8.9 (Top 4.1%), May. 2024