Domain-Aware Enhancements to Vision-Language Models for Urban Traffic Safety Question Answering. - Vu Thanh Dat Ha; Tuan Huy Tran; Gang Thep Dong; Ngoc Chien Chu; Huan Vu; Tien Cuong Nguyen (ICCVW, 2025)