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4 不同算法在RSOD数据集上的实验结果对比

Tab.4 Experiment results comparison of different algorithms on the RSOD dataset

方法 mAP@0.5/% 参数量/ 106个 FPS/(帧·s-1) Faster R-CNN 84.4 28.5 11.8 SSD 82.6 27.1 73.0 RetinaNet 86.5 36.2 22.4 YOLOv3 86.1 61.6 50.9 YOLOv5s 90.6 7.2 79.3 YOLOv7 94.2 38.3 42.7 YOLOv7-tiny 89.6 6.1 73.5 YOLOv8s 93.8 11.1 82.2 本文方法 94.7 5.4 82.3