基于角度敏感的空间注意力机制的轻量型旋转目标检测器
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尹开石, 杨萌, 顾曦, 王志成
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Light weight rotating object detector based on angle sensitive spatial attention mechanism
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Kaishi YIN, Meng YANG, Xi GU, Zhicheng WANG
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表2 本文提出的目标检测网络的角度敏感注意力机制效果测试
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类别 | Resnet50 | Restnet50+atten | Resnet101 | Resnet101+atten | 飞机 | 88.6% | 88.7% | 89.0% | 88.8% | 轮船 | 79.0% | 82.7% | 79.2% | 84.0% | 储罐 | 86.2% | 86.6% | 87.1% | 85.0% | 棒球场 | 68.6% | 72.6% | 73.8% | 72.8% | 网球场 | 90.7% | 90.4% | 90.8% | 90.7% | 篮球场 | 65.2% | 52.2% | 63.0% | 63.5% | 地面跑道 | 57.7% | 55.0% | 57.6% | 57.1% | 港口 | 63.1% | 61.8% | 63.0% | 61.6% | 桥梁 | 45.5% | 40.2% | 42.9% | 41.9% | 大型车辆 | 80.7% | 77.9% | 79.4% | 80.7% | 小型车辆 | 60.3% | 60.5% | 61.8% | 62.8% | 直升机 | 25.2% | 57.7% | 54.9% | 53.1% | 环形交叉路口 | 66.0% | 60.8% | 63.7% | 66.8% | 足球场 | 66.6% | 63.3% | 54.3% | 56.2% | 游泳池 | 59.8% | 59.8% | 62.2% | 62.8% | mAP | 66.8% | 67.3% | 68.1% | 68.5% |
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