Network
Top-1 error
Top-5 error




AlexNet
43.45
20.91


VGG-11
30.98
11.37


VGG-13
30.07
10.75


VGG-16
28.41
9.62


VGG-19
27.62
9.12


VGG-11 with batch normalization
29.62
10.19


VGG-13 with batch normalization
28.45
9.63


VGG-16 with batch normalization
26.63
8.50


VGG-19 with batch normalization
25.76
8.15


ResNet-18
30.24
10.92


ResNet-34
26.70
8.58


ResNet-50
23.85
7.13


ResNet-101
22.63
6.44


ResNet-152
21.69
5.94


SqueezeNet 1.0
41.90
19.58


SqueezeNet 1.1
41.81
19.38


Densenet-121
25.35
7.83


Densenet-169
24.00
7.00


Densenet-201
22.80
6.43


Densenet-161
22.35
6.20


Inception v3
22.55
6.44



I test the pretrained model, vgg16, on the ILSVRC2012_img_val dataset. However , I got the 8 and 13.2 error for top-1 and top-5,respectively.
Data preprocessing is referenced on the Docs.