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 3 主干网络评价指标表

Tab.3 Backbone network evaluation indicators

主干网络 裂缝 渗漏水 衬砌脱落 F1/% mAP/% f1/% AP/% f1/% AP/% f1/% AP/% MobileNet 74.43 75.54 74.85 75.74 65.66 62.33 71.65 71.20 GhostNet 73.64 73.60 74.12 75.31 65.32 60.87 71.03 69.93 ResNet 74.56 77.52 74.48 75.76 66.84 65.30 71.96 72.86 Swin transformer 74.48 76.97 75.03 78.61 66.91 64.49 72.14 73.36 MobileViT 75.83 79.58 76.32 79.62 68.32 65.24 73.49 74.81