聚合CNN特征的遥感图像检索
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葛芸, 江顺亮, 叶发茂, 姜昌龙, 陈英, 唐祎玲
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Aggregating CNN features for remote sensing image retrieval
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Yun GE, Shunliang JIANG, Famao YE, Changlong JIANG, Ying CHEN, Yiling TANG
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表7 WHU-RS不同BoVW特征的ANMRR
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Tab.7 ANMRR with different BoVW features on the WHU-RS
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| CNN | 默认尺寸 (224×224) | 原始尺寸 (600×600) | | VGG16 | K | conv5-3 | relu5-3 | pool5 | conv5-3 | relu5-3 | pool5 | | 100 | 0.280 7 | 0.441 7 | 0.352 5 | 0.354 7 | 0.424 1 | 0.366 3 | | 150 | *0.249 1 | 0.414 2 | 0.370 1 | 0.323 9 | 0.462 0 | 0.370 7 | | 1 500 | 0.275 2 | 0.411 2 | 0.391 8 | 0.268 2 | 0.356 6 | 0.355 7 | | 2 000 | 0.279 6 | 0.431 6 | 0.408 6 | 0.270 5 | 0.367 6 | 0.352 2 | | 4 000 | 0.311 5 | 0.425 4 | 0.440 1 | 0.278 7 | 0.350 8 | 0.344 5 | | GoogLeNet | K | pool4 | incep5a | incep5b | pool4 | incep5a | incep5b | | 100 | 0.287 7 | 0.310 5 | 0.267 4 | 0.263 1 | 0.262 1 | 0.228 2 | | 150 | 0.298 7 | 0.311 6 | 0.286 4 | 0.226 8 | 0.259 6 | *0.214 9 | | 1 500 | 0.440 4 | 0.449 4 | 0.425 7 | 0.278 8 | 0.304 2 | 0.258 7 | | 2 000 | 0.469 5 | 0.488 8 | 0.423 7 | 0.289 4 | 0.309 0 | 0.262 1 | | 4 000 | 0.653 8 | 0.656 0 | 0.491 4 | 0.309 5 | 0.337 0 | 0.283 6 |
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