基于HMARU-net的隧道渗漏水轻量化检测方法
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武晓春,郭宁
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Lightweight detection method of water leakage in tunnel based on HMARU-net
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Xiaochun WU,Ning GUO
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| 表 5 主干网络的对比 |
| Tab.5 Comparison of backbone network |
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| 主干网络 | mIOU/% | mPA/% | acc/% | Np/106 | FLOPs/109 | v/(帧·s-1) | | VGG16 | 81.35 | 90.06 | 97.65 | 24.891 | 705.738 | 14.83 | | MobilenetV2 | 81.79 | 90.62 | 97.70 | 3.449 | 12.272 | 104.01 | | MobilenetV3 | 83.28 | 91.31 | 97.94 | 3.295 | 8.588 | 96.883 | | MobilenetV4M | 82.00 | 91.26 | 97.71 | 11.078 | 36.220 | 81.23 | | Ghostnet | 83.17 | 91.16 | 97.93 | 2.999 | 7.372 | 78.36 | | HC-MobileNetV3 | 84.18 | 92.59 | 98.04 | 3.325 | 8.651 | 91.521 |
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