轻量化YOLOv7-tiny的遥感图像小目标检测

徐紫窈, 杨武, 施小龙

Small target detection in remote sensing images based on lightweight YOLOv7-tiny

XU Ziyao, YANG Wu, SHI Xiaolong

表3 不同算法在DIOR数据集上的实验结果对比

Tab.3 Experiment results comparison of different algorithms on the DIOR dataset

方法 mAP@0.5/% 参数量/ 106个 FPS/(帧·s-1) Faster R-CNN 75.8 28.5 17.4 SSD 64.1 27.1 66.1 RetinaNet 72.4 36.2 25.8 YOLOv3 77.6 61.6 53.8 YOLOv5s 85.8 7.2 82.6 YOLOv7 87.1 38.3 45.8 YOLOv7-tiny 85.0 6.1 76.8 YOLOv8s 86.6 11.1 86.1 本文方法 87.7 5.4 86.2