联合多尺度与注意力机制的遥感图像目标检测
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张云佐,郭威,蔡昭权,李文博
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Remote sensing image target detection combining multi-scale and attention mechanism
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Yun-zuo ZHANG,Wei GUO,Zhao-quan CAI,Wen-bo LI
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| 表 3 不同算法模型在NWPU VHR-10测试集上的对比 |
| Tab.3 Comparison of different algorithm models on NWPU VHR-10 test set % |
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| 算法模型 | mAP | AP | | airplane | ship | storage tank | baseball diamond | tennis court | basketball court | ground track field | harbor | bridge | vehicle | | RetinaNet[22] | 84.3 | 91.2 | 82.8 | 88.5 | 93.8 | 83.0 | 85.9 | 79.4 | 73.5 | 78.8 | 86.0 | | 文献[25] | 83.8 | 90.2 | 86.2 | 90.1 | 96.7 | 89.8 | 68.5 | 91.0 | 81.4 | 63.9 | 79.2 | | 文献[26] | 84.8 | 93.0 | 84.5 | 87.1 | 92.8 | 82.0 | 89.0 | 78.0 | 76.0 | 81.0 | 84.5 | | YOLOv5s | 90.1 | 94.6 | 90.3 | 81.8 | 92.2 | 90.5 | 88.7 | 99.5 | 93.1 | 82.1 | 88.2 | | Ours | 91.6 | 95.3 | 91.9 | 88.7 | 95.8 | 91.2 | 88.5 | 99.5 | 92.4 | 85.1 | 87.6 |
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