高维上下文注意和双感受野增强的SAR船舶检测
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郭伟, 李煜, 金海波
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Detecting ships from SAR images based on high-dimensional contextual attention and dual receptive field enhancement
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GUO Wei, LI Yu, JIN Haibo
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表3 消融试验
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Tab.3 Ablation experiment
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模型 | DRFE | HD-ELAN | LAMCD | XIoU | L-ELAN | P/% | R/% | mAP/% | 参数量/MB | GFLOPS | 基础模型 | — | — | — | — | — | 88.16 | 78.16 | 86.80 | 38.4 | 105.4 | Net1 | √ | — | — | — | — | 88.14 | 81.39 | 88.85 | 43.4 | 108.7 | Net2 | — | √ | — | — | — | 90.54 | 81.10 | 89.79 | 39.4 | 162.1 | Net3 | √ | √ | — | — | — | 90.45 | 78.90 | 89.29 | 37.6 | 141.2 | Net4 | √ | √ | √ | — | — | 91.21 | 82.92 | 90.89 | 51.0 | 187.0 | 本文模型 | √ | √ | √ | √ | √ | 90.65 | 84.36 | 91.36 | 56.8 | 143.2 |
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