基于深度学习的隧道衬砌多病害检测算法

宋娟,贺龙喜,龙会平

Deep learning-based algorithm for multi defect detection in tunnel lining

Juan SONG,Longxi HE,Huiping LONG

表 4 网络消融实验结果表

Tab.4 Network ablation experiment results

网络 MobileViT CA TP Block F1/% mAP/% v/(帧·s−1) MS/106 YOLOv7 × × × 71.29 71.13 50.81 142.3 YOLOv7+MobileViT √ × × 73.49 74.81 51.39 113.9 YOLOv7+CA × √ × 71.55 71.71 51.43 142.6 YOLOv7+TP Block × × √ 72.42 72.53 51.26 142.6 YOLOv7+MobileViT+CA √ √ × 74.61 75.72 52.50 114.2 YOLOv7+MobileViT+ TP Block √ × √ 75.16 75.91 52.79 114.2 YOLOv7+CA+ TP Block × √ √ 74.05 73.60 52.44 142.9 YOLOv7+MobileViT+CA+ TP Block √ √ √ 77.43 77.52 53.86 114.5