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4 UC-Merced不同池化特征的ANMRR
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Tab.4 ANMRR with different pooling features on the UC-Merced
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| CNN | 默认尺寸(224×224) | 原始尺寸(256×256) | | VGG16 | conv5-3 | relu5-3 | pool5 | conv5-3 | relu5-3 | pool5 | | 尺寸 | ANMRR | 尺寸 | ANMRR | 尺寸 | ANMRR | 尺寸 | ANMRR | 尺寸 | ANMRR | 尺寸 | ANMRR | | 9×9 | 0.334 1 | 9×9 | 0.340 4 | *4×4 | 0.324 3 | 11×11 | 0.341 8 | 10×10 | 0.342 0 | 4×4 | 0.327 6 | | 10×10 | 0.333 7 | 10×10 | 0.340 8 | 5×5 | 0.324 5 | 12×12 | 0.343 0 | 11×11 | 0.342 4 | 5×5 | 0.326 2 | | 14×14 | 0.361 4 | 14×14 | 0.368 2 | 7×7 | 0.356 7 | 16×16 | 0.369 3 | 16×16 | 0.369 9 | 8×8 | 0.358 9 | | GoogLeNet | pool4 | incep5a | incep5b | pool4 | incep5a | incep5b | | 尺寸 | ANMRR | 尺寸 | ANMRR | 尺寸 | ANMRR | 尺寸 | ANMRR | 尺寸 | ANMRR | 尺寸 | ANMRR | | *5×5 | 0.317 9 | 5×5 | 0.346 0 | 5×5 | 0.340 9 | 5×5 | 0.324 4 | 5×5 | 0.354 7 | 6×6 | 0.343 8 | | 6×6 | 0.319 5 | 6×6 | 0.346 1 | 6×6 | 0.341 2 | 6×6 | 0.323 5 | 6×6 | 0.354 1 | 7×7 | 0.345 1 | | 7×7 | 0.326 9 | 7×7 | 0.348 4 | 7×7 | 0.344 1 | 8×8 | 0.337 5 | 8×8 | 0.359 6 | 8×8 | 0.349 3 |
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