面向卫星遥感影像检索定位的深度学习全局表征模型评估与分析

施群山, 蓝朝桢, 徐青, 周杨, 胡校飞

Evaluation and Analysis of Deep Learning Global Representation Model for Satellite Remote Sensing Image Retrieval and Location

SHI Qunshan, LAN Chaozhen, XU Qing, ZHOU Yang, HU Xiaofei

表3 试验用网络预训练模型指标参数及下载地址

Tab. 3 Parameters and download address of the pre training model used in the experiment

模型 Top-1错误率/% Top-5错误率/% 预训练模型下载地址 AlexNet 43.5 20.9 https://download.pytorch.org/models/alexnet-owt-7be5be79.pth VggNet-11-bn 31.0 11.4 https://download.pytorch.org/models/vgg11_bn-6002323d.pth ResNet-18 30.2 10.9 https://download.pytorch.org/models/resnet18-f37072fd.pth DenseNet-121 25.4 7.8 https://download.pytorch.org/models/densenet121-a639ec97.pth EfficientNet_b0 22.7 6.5 https://download.pytorch.org/models/efficientnet_b0_rwightman-3dd342df.pth EfficientNet_b1 20.8 5.5 https://download.pytorch.org/models/efficientnet_b1_rwightman-533bc792.pth EfficientNet_b2 19.7 5.0 https://download.pytorch.org/models/efficientnet_b2_rwightman-bcdf34b7.pth EfficientNet_b3 18.3 4.4 https://download.pytorch.org/models/efficientnet_b3_rwightman-cf984f9c.pth EfficientNet_b4 17.0 3.7 https://download.pytorch.org/models/efficientnet_b4_rwightman-7eb33cd5.pth EfficientNet_b5 16.3 3.3 https://download.pytorch.org/models/efficientnet_b5_lukemelas-b6417697.pth EfficientNet_b6 15.8 3.2 https://download.pytorch.org/models/efficientnet_b6_lukemelas-c76e70fd.pth EfficientNet_b7 15.6 2.9 https://download.pytorch.org/models/efficientnet_b7_lukemelas-dcc49843.pth