ARTBA’s second winner for the Safety Category was for Age Group Two (Post-Secondary/College/Graduate Level). This was “Training-free Monocular 3D Event Detection System for Traffic Surveillance” by Lijun Yu. Lijun is pursuing a Master’s of Language Technologies at Carnegie Melon University in Pittsburgh, Pennsylvania. His video presents models for detecting car crashes as well as actions like stopping and U-turns, and future applications.