双端输入型嵌套融合多尺度信息的织物瑕疵检测
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曲皓, 狄岚, 梁久祯, 刘昊
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Double⁃ended input type nested fusion of multi⁃scale information for fabric defect detection
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Hao Qu, Lan Di, Jiuzhen Liang, Hao Liu
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表6 损失函数、DBN模块以及连接方式在ZJU?Group 4上的消融研究
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Table 6 Ablation study for Loss function, each module and hybrid connection on ZJU?Group 4
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| 损失函数及预训练 | 编码阶段 | 解码阶段 | | TPR | FPR | PPV | NPV | FPS （ms） |
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| Bce | U2Net | 73.66% | 78.88% | 2.76% | 69.09% | 98.28% | 26 | | WgBce | U2Net | 74.02% | 78.47% | 2.40% | 70.05% | 98.35% | 26 | | WgBce R&S_Pret | Res&ST+ASPP | DB | 73.93% | 78.36% | 2.52% | 69.97% | 98.54% | 27 | | WgBce R&S_Pret | Res&ST+ASPP | ASPP | 73.56% | 77.30% | 2.37% | 70.18% | 98.45% | 24 | | WgBce R&S_Pret | Res&ST+DB | ASPP | 72.93% | 73.53% | 2.00% | 72.34% | 98.22% | 24 | | WgBce S_Pret | ST+DB | DB | 68.23% | 74.40% | 3.67% | 63.00% | 98.35% | 22 | | WgBce R_Pret | Res+DB | DB | 68.19% | 73.02% | 3.17% | 63.97% | 98.26% | 18 | | WgBce R&S_Pret | Res&ST | DB | 73.91% | 77.97% | 2.36% | 70.25% | 98.48% | 23 | | WgBce No Pret | Res&ST+DB | DB | 69.90% | 75.11% | 3.41% | 65.36% | 98.37% | 24 | | Bce R&S_Pret | Res&ST+DB | DB | 74.07% | 76.70% | 2.20% | 71.62% | 98.35% | 24 | | WgBce R&S_Pret | Res&ST+SBP | SBP | 73.35% | 78.66% | 2.57% | 68.71% | 98.61% | 22 | | WgBce R&S_Pret | Res&ST+DB | DB | 74.86% | 78.16% | 2.22% | 71.84% | 98.45% | 24 |
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