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7 损失函数、DBN模块以及连接方式在ZJU?Group 2上的消融研究
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Table 7 Ablation study for Loss function, each module and hybrid connection on ZJU?Group 2
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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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| WgBce R&S_Pret | Res&ST+ASPP | DB | 75.78% | 80.54% | 2.57% | 71.55% | 98.59% | 27 | | WgBce R&S_Pret | Res&ST+ASPP | ASPP | 75.14% | 79.22% | 2.55% | 71.46% | 98.49% | 24 | | WgBce R&S_Pret | Res&ST+DB | ASPP | 75.09% | 79.15% | 2.52% | 71.43% | 98.40% | 25 | | WgBce S_Pret | ST+DB | DB | 71.82% | 74.92% | 2.66% | 68.96% | 98.05% | 22 | | WgBce R_Pret | Res+DB | DB | 72.81% | 78.52% | 2.96% | 67.88% | 98.42% | 18 | | WgBce R&S_Pret | Res&ST | DB | 75.21% | 77.66% | 2.09% | 72.91% | 98.12% | 23 | | WgBce No Pret | Res&ST+DB | DB | 72.89% | 77.54% | 2.80% | 68.77% | 98.39% | 24 | | Bce R&S_Pret | Res&ST+DB | DB | 76.14% | 80.14% | 2.67% | 72.52% | 98.50% | 24 | | WgBce R&S_Pret | Res&ST+SBP | SBP | 75.29% | 79.81% | 2.69% | 71.25% | 98.53% | 22 | | WgBce R&S_Pret | Res&ST+DB | DB | 76.66% | 79.34% | 2.29% | 74.16% | 98.45% | 24 |
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