面向遥感目标检测的多尺度架构搜索方法

裴婵, 廖铁军

Multi-scale architecture search method for remote sensing object detection

PEI Chan, LIAO Tiejun

表2 不同卷积搜索空间下的搜索结构在DIOR测试集上的性能

Tab.2 Performance from search architectures in different convolutional groups on DIOR test set(%)

卷积搜索空间 金字塔 层数 mAP APS APL {3×3, 5×5, 7×7, 9×9, 11×11} 6 71.2 53.2 89.7 {3×3, 5×5, 7×7, 9×9, 11×11} 5 71.6 53.3 90.1 {3×3, 5×5, 7×7, 9×9, 11×11} 4 70.1 51.9 88.7 {3×3, 5×5, 7×7, 11×11} 4 70.2 50.9 89.3 {3×3, 5×5, 7×7, 9×9} 5 69.9 49.8 87.2 {3×3, 5×5, 7×7, 9×9} 4 70.5 51.0 89.1 {3×3, 5×5, 7×7, 9×9} 3 68.7 45.7 88.3 {3×3, 5×5, 7×7} 4 64.5 40.3 83.9 {3×3, 5×5, 7×7} 3 62.7 41.1 84.5 {1×1, 3×3, 5×5} 3 58.4 38.8 80.6