基于特征复用机制的航拍图像小目标检测算法

邓天民,程鑫鑫,刘金凤,张曦月

Small target detection algorithm for aerial images based on feature reuse mechanism

Tianmin DENG,Xinxin CHENG,Jinfeng LIU,Xiyue ZHANG

表 3 颈部消融实验的检测性能结果对比

Tab.3 Comparison of detection performance results of neck ablation experiment

模型 mAP0.5/% mAP0.5:0.95/% R/% P/MB F/(帧·s−1) YOLOv8s 40.9 24.6 39.3 11.12 144.9 YOLOv8s+FS 46.2 28.3 44.5 5.27 80.0 YOLOv8s+FS+CARAFE(a) 46.1 28.2 44.4 5.47 78.1 YOLOv8s+FS+CARAFE(b) 46.5 28.3 44.5 5.47 71.9 YOLOv8s+FS+CARAFE(c) 47.0 28.8 44.7 5.48 68.0