Hongjie Wang, Xiaoyang Fu, Zixuan Yu, Zhifeng Zeng. "DSS-YOLO: an improved lightweight real-time fire detection model based on YOLOv8." Scientific Reports, 2025. doi:10.1038/s41598-025-93278-w