面向高分辨率遥感影像车辆检测的深度学习模型综述及适应性研究

吕雅楠, 朱红, 孟健, 崔成玲, 宋其淇

A review and adaptability study of deep learning models for vehicle detection based on high-resolution remote sensing images

LYU Yanan, ZHU Hong, MENG Jian, CUI Chengling, SONG Qiqi

表8 不同算法在公开数据集的检测结果对比

Tab.8 Comparison of detection results of different algorithms in public data sets

模型 输入大 小/像素 DOTA DIOR AP① 训练 时间/h AP 训练 时间/h SSD 800×800 0.251 31.245 0.154 21.135 FCOS 800×800 0.370 54.510 0.231 63.367 Faster-RCNN 800×800 0.410 96.617 0.243 129.617 YOLOv5 800×800 0.695 43.333 0.566 38.915