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 5 不同算法在DIOR数据集上的对比结果

Tab.5 Comparison results of different algorithms on DIOR dataset

模型 BackBone mAP0.5/% 模型 BackBone mAP0.5/% 1)注：加粗字体表示该列最优值. Faster R-CNN[22] VGG16 54.1 SCRDet++(FPN*)[24] ResNet-101 77.81) SSD[23] VGG16 60.8 CAT-Net[25] ResNet50 76.3 YOLOv3[23] Darknet53 59.9 YOLOv5s Darknet53(C3) 71.9 RetinaNet[22] ResNet50 65.7 YOLOv5l[26] Darknet53(C3) 73.9 PANet[22] ResNet50 63.8 YOLOv8s Darknet53(C2f) 72.2 CornerNet[22] Hourglass104 64.9 FS-YOLO FS 74.3 FsoD-Net[23] MSE-Net 71.8 — — —