一种基于YOLOv5的高分辨率遥感影像目标检测方法

宋爽爽, 肖开斐, 刘昭华, 曾昭亮

A YOLOv5-based target detection method using high-resolution remote sensing images

SONG Shuangshuang, XIAO Kaifei, LIU Zhaohua, ZENG Zhaoliang

表3 方法性能测试实验结果

Tab.3 Performance improvement of each part design on the result

模型 精度/% 召回率/% mAP@0.5/% 参数数量/106个 权重文件数量/MB FPS/(幅·s-1) YOLOv5 93.1 92.5 95 12.34 24.6 40.65 YOLOv5-CA 92.5 95.6 95.6 12.36 25.9 50.76 YOLOv5-Ghost 93.4 91.7 93.7 9.67 19.5 47.62 GC-YOLOv5 96.5 96.4 97.7 11.37 20.5 46.51