This hybrid framework combines YOLOv11 detection, DeepSORT tracking, and multi-criteria trajectory interaction analysis to detect traffic accidents from surveillance video in real time, reaching a MOTA of 0.89, an IDF1 of 0.91, and an event-level precision of 0.90 on real-world accident footage.