结合随机擦除和YOLOv4的高空间分辨率遥感影像桥梁自动检测

孙宇, 黄亮, 赵俊三, 常军, 陈朋弟, 成飞飞

High spatial resolution automatic detection of bridges with high spatial resolution remote sensing images based on random erasure and YOLOv4

SUN Yu, HUANG Liang, ZHAO Junsan, CHANG Jun, CHEN Pengdi, CHENG Feifei

表2 不同模型的检测结果

Tab.2 The detection results of different models

模型 网络 +RE 涨点 本文涨点 SSD 61.09 66.82 5.73 35.97 Mobilenet-SSD 66.56 70.23 3.67 30.50 Centernet 82.07 84.28 2.21 14.99 Efficientdet 76.67 76.44 1.77 20.39 Retinanet 78.23 80.12 1.89 18.83 YOLOv3 93.82 95.66 1.84 3.24 YOLOv4 94.07 97.06 2.99 2.99