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 7 不同模型的对比实验结果 |
| Tab.7 Comparative experimental result of different models |
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| 模型 | mIOU/% | mPA/% | acc/% | Np/106 | FLOPs/109 | v/(帧·s-1) | | Deeplabv3+ | 77.90 | 86.80 | 97.16 | 54.709 | 260.688 | 29.680 | | PSPnet | 79.87 | 87.26 | 97.53 | 46.707 | 184.982 | 42.710 | | U-net | 81.35 | 90.06 | 97.65 | 24.891 | 705.738 | 14.830 | | Segformer | 77.39 | 87.32 | 97.01 | 3.715 | 21.152 | 61.730 | | 文献23 | 77.60 | 91.47 | 96.75 | 5.813 | 82.604 | 69.253 | | TR-Unet | 83.94 | 91.38 | 98.06 | 26.360 | 762.284 | 7.356 | | 文献24 | 79.44 | 89.77 | 97.28 | 11.720 | 75.729 | 69.522 | | HMARU-net | 86.00 | 93.07 | 98.33 | 3.134 | 6.872 | 78.967 |
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