聚合CNN特征的遥感图像检索

葛芸, 江顺亮, 叶发茂, 姜昌龙, 陈英, 唐祎玲

Aggregating CNN features for remote sensing image retrieval

Yun GE, Shunliang JIANG, Famao YE, Changlong JIANG, Ying CHEN, Yiling TANG

表8 不同特征的ANMRR和维度

Tab.8 ANMRR and dimensions for different features

特征 ANMRR 维度 浅层特征 Aptoula [3] 0.575 0 62 BoVW [5] 0.591 0 15 000 BoVW [5] 0.601 0 150 LSL [6] 0.555 6 2 048 CNN特征 VGGM-fc [12] 0.378 0 4 096 VGGM-fc-RF [12] 0.316 0 4 096 VGG16-fc [13] 0.394 0 4 096 VGGM-conv5-IFK [13] 0.458 0 102 VGG16-conv5-IFK [13] 0.407 0 102 LDCNN [13] 0.439 0 30 GoogLeNet(FT)+MultiPatch[14] 0.314 0 1 024 VGG16-P 0.324 3 8 192 GoogLeNet-P 0.317 9 7 488 VGG16-B 0.388 6 150 GoogLeNet-B 0.375 9 100