基于Faster R-CNN深度网络的遥感影像目标识别 方法研究

王金传, 谭喜成, 王召海, 钟燕飞, 董华萍, 周松涛, 成布怡

Faster R-CNN Deep Learning Network Based Object Recognition of Remote Sensing Image

WANG Jinchuan,TAN Xicheng,WANG Zhaohai,ZHONG Yanfei,DONG Huaping,ZHOU Songtao,CHENG Buyi

表2 本文模型与文献模型识别精度与识别效率对比

Tab.2 Comparison of recognition accuracy and recognition efficiency between our model and reference

目标类别 Faster R-CNN + VGG16 AlexNet-DR & GoogleNet-DR 识别精度/% 识别效率/s 识别精度/% 识别效率/s 飞机 96.67 0.144 94.99 37.292 油罐 97.46 0.184 94.47 38.283 操场 97.41 0.143 97.18 11.928 立交桥 81.08 0.186 88.30 5.360