基于YOLOv11n的改进铁路工人安全穿戴检测模型

武晓春,李梓宁

Improved railway worker safety wear detection model based on YOLOv11n

Xiaochun WU,Zining LI

表 6 消融实验结果

Tab.6 Result of ablation experiment

模型 VABlock MSF SE2SPPF P/% R/% mAP50/% mAP50:95/% FLOPs/109 Np/106 YOLOv11n — — — 94.4 90.3 94.8 65.4 6.3 2.58 V-YOLO √ — — 96.2 89.4 95.6 66.7 6.0 2.19 M-YOLO — √ — 96.4 90.8 96.2 66.9 7.7 2.96 S-YOLO — — √ 96.3 89.3 95.9 66.7 6.3 2.62 VM-YOLO √ √ — 96.6 89.5 96.3 67.1 7.1 2.41 VS-YOLO √ — √ 96.4 91.6 96.5 67.3 6.0 2.22 MS-YOLO — √ √ 96.8 91.4 96.7 67.5 7.7 2.99 VMS-YOLO √ √ √ 98.0 92.5 97.5 67.8 7.1 2.45