Pre-trained Models Model TF-Slim File Checkpoint Top-1 Accuracy Top-5 Accuracy Time Inception V1 Code inception_v1_2016_08_28.tar.gz 69.8 89.6 0.073565 Inception V2 Code inception_v2_2016_08_28.tar.gz 73.9 91.8 0.101081 Inception V3 Code inception_v3_2016_08_28.tar.gz 78.0 93.9 0.259961 Inception V4 Code inception_v4_2016_09_09.tar.gz 80.2 95.2 0.494080 Inception-ResNet-v2 Code inception_resnet_v2_2016_08_30.tar.gz 80.4 95.3 0.548969 ResNet V1 50 Code resnet_v1_50_2016_08_28.tar.gz 75.2 92.2 0.155431 ResNet V1 101 Code resnet_v1_101_2016_08_28.tar.gz 76.4 92.9 0.257862 ResNet V1 152 Code resnet_v1_152_2016_08_28.tar.gz 76.8 93.2 0.375427 ResNet V2 50^ Code resnet_v2_50_2017_04_14.tar.gz 75.6 92.8 0.156192 ResNet V2 101^ Code resnet_v2_101_2017_04_14.tar.gz 77.0 93.7 0.265960 ResNet V2 152^ Code resnet_v2_152_2017_04_14.tar.gz 77.8 94.1 0.394746 ResNet V2 200 Code TBA 79.9* 95.2* 0.568921 VGG 16 Code vgg_16_2016_08_28.tar.gz 71.5 89.8 0.234780 VGG 19 Code vgg_19_2016_08_28.tar.gz 71.1 89.8 0.272675 MobileNet_v1_1.0_224 Code mobilenet_v1_1.0_224.tgz 70.9 89.9 0.067472 MobileNet_v1_0.50_160 Code mobilenet_v1_0.50_160.tgz 59.1 81.9 - MobileNet_v1_0.25_128 Code mobilenet_v1_0.25_128.tgz 41.5 66.3 - NASNet-A_Mobile_224# Code nasnet-a_mobile_04_10_2017.tar.gz 74.0 91.6 0.129470 NASNet-A_Large_331# Code nasnet-a_large_04_10_2017.tar.gz 82.7 96.2 1.545247 batch_size=64 Tesla P40