基于YOLOv8s的轻量化航拍图像小目标检测算法
邬开俊,郑云琦,魏鼎,袁海翔
YOLOv8s based lightweight algorithm for small object detection in aerial imagery
Kaijun WU,Yunqi ZHENG,Ding WEI,Haixiang YUAN
表 3
DOTA数据集上对比实验结果
Tab.3
Comparison experiments results on DOTA dataset
方法
AP/%
AP
50
/%
AP
75
/%
AP
S
/%
AP
M
/%
AP
L
/%
YOLOv5s
27.7
42.4
29.4
10.9
23.6
41.9
YOLOv8s
28.1
42.8
30.4
10.4
24.1
41.3
YOLOv10s
27.6
42.7
29.0
10.7
24.4
40.3
YOLOv11s
28.0
43.0
29.8
11.1
24.4
42.1
YOLOv12s
27.7
42.5
29.5
10.0
23.6
41.9
本文方法
30.8
46.3
32.7
12.4
28.2
42.8