融合多尺度特征的国产光学影像辐射异常分类检测

谭海, 张荣军, 樊文锋, 张一帆, 徐航

Classification and detection of radiation anomalies in Chinese optical satellite images by integrating multi-scale features

TAN Hai, ZHANG Rongjun, FAN Wenfeng, ZHANG Yifang, XU Hang

表1 不同模型对不同问题数据分类精度对比

Tab.1 Comparison of classification accuracy of different models for different problems

分类方法 CCD拼接 乱码 抽头 缺失 偏色 正常 本文方法 0.970 0.952 0.968 0.975 0.962 0.973 EfficientNet-B0 0.965 0.946 0.952 0.961 0.957 0.968 ResNet 0.901 0.925 0.913 0.930 0.912 0.940 VGG16 0.908 0.944 0.910 0.903 0.932 0.937 GoogLeNet 0.937 0.928 0.925 0.918 0.929 0.930