基于融合注意力机制的光学遥感图像小目标检测算法

宋耀莲,彭驰,唐菁敏,赵宣植,虞贵财

Small object detection algorithm for optical remote sensing images based on fusion attention mechanism

Yaolian SONG,Chi PENG,Jingmin TANG,Xuanzhi ZHAO,Guicai YU

表 3 不同算法在USOD上的性能比较结果

Tab.3 Performance comparison results of different algorithms on USOD

模型 P/% R/% mAP50/% mAP50:95/% Params/106 FPS RefineDet 88.1 82.4 85.1 31.4 35.68 32 YOLOv5m 88.5 81.5 87.1 31.9 20.85 258 YOLOv8m 90.5 82.2 87.6 32.4 29.74 155 TPH-YOLOv5 91.0 83.7 89.5 32.1 45.36 134 MSFE-YOLO-m 91.6 83.5 89.6 33.1 59.5 137 LS-YOLO 90.8 83.6 89.3 33.9 22.6 153 L-FFCA-YOLO 91.3 82.8 89.3 33.2 5.10 165 FMCM-YOLO(本研究算法) 92.3 84.1 89.9 34.1 22.13 169