基于YOLOv8-HSV的隧道螺栓锈蚀检测及等级判定

武晓春,张恒骏,谭磊

Corrosion detection and grade determination of tunnel bolts based on YOLOv8-HSV

Xiaochun WU,Hengjun ZHANG,Lei TAN

表 2 不同检测模型的性能指标对比结果

Tab.2 Comparison results of performance indicators of different detection models

模型 P/% R/% mAP@50/% F1/% S/MB FPS(帧/s) Faster R-CNN 27.8 96.0 70.4 43.11 108.0 13.7 YOLOv5n 84.6 94.2 94.2 89.14 5.0 82.6 YOLOv8n 86.0 94.3 93.9 89.96 6.0 90.9 YOLOv9t 87.1 93.0 94.4 89.95 4.4 69.4 YOLOv10n 86.6 93.4 94.5 89.87 5.5 78.1 本研究 85.4 95.1 95.0 89.99 3.9 83.3