Under Review & arXiv Preprint

1. [1] Safe-LLaVA: A Privacy-Preserving Vision-Language Dataset and Benchmark for Biometric Safety
   Younggun Kim, Swetha Sirnam, Fazil Kagdi, and Mubarak Shah
   has been submitted to International Conference on Learning Representations (ICLR).
   [Link]
2. [2] MSCN: Multi-view Structural Convolution Network for Domain-Invariant Point Cloud Recognition of Autonomous Vehicles
   Younggun Kim, Mohamed Abdel-Aty, Beomsik Cho, Seonghoon Rhoo, and Soomok Lee*
   has been submitted to IEEE Robotics and Automation Letters. [Impact Factor: 5.3, JCR Quartiles: Q1]
   [Link]
3. [3] Region-Level Vision-Language Model for Detecting Distraction Behaviors and Mobility Attributes of Vulnerable Road Users
   Dai Quoc Tran*, Mohamed Abdel-Aty, Younggun Kim, Ahmed Abdelrahman, and Zubayer Islam
   has been submitted to IEEE Transactions on Intelligent Transportation Systems (T-ITS). [Impact Factor: 8.4, JCR Quartiles: Q1]
4. [4] MMCAformer: Macro-Micro Cross-Attention Transformer for Traffic Speed Prediction with Microscopic Connected Vehicle Driving Behaviors
   Lei Han*, Mohamed Abdel-Aty, Younggun Kim, Yang-Jun Joo, and Zubayer Islam
   has been submitted to IEEE Transactions on Intelligent Transportation Systems. [Impact Factor: 8.4, JCR Quartiles: Q1]
5. [5] Gated Kinematic–Visual Fusion for Right‑Turn Pedestrian Conflict Risk Assessment
   Dai Quoc Tran*, Mohamed Abdel-Aty, Qianqian Jin, Younggun Kim, and Zubayer Islam
   has been submitted to IEEE Transactions on Intelligent Transportation Systems. [Impact Factor: 8.4, JCR Quartiles: Q1]