Model |
[email protected] |
[email protected] |
AlexNet |
56.522 |
79.066 |
VGG-11 |
69.020 |
88.628 |
VGG-13 |
69.928 |
89.246 |
VGG-16 |
71.592 |
90.382 |
VGG-19 |
72.376 |
90.876 |
VGG-11 with batch normalization |
70.370 |
89.810 |
VGG-13 with batch normalization |
71.586 |
90.374 |
VGG-16 with batch normalization |
73.360 |
91.516 |
VGG-19 with batch normalization |
74.218 |
91.842 |
ResNet-18 |
69.758 |
89.078 |
ResNet-34 |
73.314 |
91.420 |
ResNet-50 |
76.130 |
92.862 |
ResNet-101 |
77.374 |
93.546 |
ResNet-152 |
78.312 |
94.046 |
SqueezeNet 1.0 |
58.092 |
80.420 |
SqueezeNet 1.1 |
58.178 |
80.624 |
Densenet-121 |
74.434 |
91.972 |
Densenet-169 |
75.600 |
92.806 |
Densenet-201 |
76.896 |
93.370 |
Densenet-161 |
77.138 |
93.560 |
Inception v3 |
77.294 |
93.450 |
GoogleNet |
69.778 |
89.530 |
ShuffleNet V2 x1.0 |
69.362 |
88.316 |
ShuffleNet V2 x0.5 |
60.552 |
81.746 |
MobileNet V2 |
71.878 |
90.286 |
MobileNet V3 Large |
74.042 |
91.340 |
MobileNet V3 Small |
67.668 |
87.402 |
ResNeXt-50-32x4d |
77.618 |
93.698 |
ResNeXt-101-32x8d |
79.312 |
94.526 |
Wide ResNet-50-2 |
78.468 |
94.086 |
Wide ResNet-101-2 |
78.848 |
94.284 |
MNASNet 1.0 |
73.456 |
91.510 |
MNASNet 0.5 |
67.734 |
87.490 |
EfficientNet-B0 |
77.692 |
93.532 |
EfficientNet-B1 |
78.642 |
94.186 |
EfficientNet-B2 |
80.608 |
95.310 |
EfficientNet-B3 |
82.008 |
96.054 |
EfficientNet-B4 |
83.384 |
96.594 |
EfficientNet-B5 |
83.444 |
96.628 |
EfficientNet-B6 |
84.008 |
96.916 |
EfficientNet-B7 |
84.122 |
96.908 |
regnet_x_400mf |
72.834 |
90.950 |
regnet_x_800mf |
75.212 |
92.348 |
regnet_x_1_6gf |
77.040 |
93.440 |
regnet_x_3_2gf |
78.364 |
93.992 |
regnet_x_8gf |
79.344 |
94.686 |
regnet_x_16gf |
80.058 |
94.944 |
regnet_x_32gf |
80.622 |
95.248 |
regnet_y_400mf |
74.046 |
91.716 |
regnet_y_800mf |
76.420 |
93.136 |
regnet_y_1_6gf |
77.950 |
93.966 |
regnet_y_3_2gf |
78.948 |
94.576 |
regnet_y_8gf |
80.032 |
95.048 |
regnet_y_16gf |
80.424 |
95.240 |
regnet_y_32gf |
80.878 |
95.340 |
Alexnet
https://arxiv.org/abs/1404.5997
- torchvision.models.alexnet
VGG
https://arxiv.org/abs/1409.1556
torchvision.models.vgg11
torchvision.models.vgg11_bn
torchvision.models.vgg13
torchvision.models.vgg13_bn
torchvision.models.vgg16
torchvision.models.vgg16_bn
torchvision.models.vgg19
torchvision.models.vgg19_bn
ResNet
https://arxiv.org/abs/1512.03385
- torchvision.models.resnet18
- torchvision.models.resnet34
- torchvision.models.resnet50
- torchvision.models.resnet101
- torchvision.models.resnet152
SqueezeNet
https://arxiv.org/abs/1602.07360
- torchvision.models.squeezenet1_0
- torchvision.models.squeezenet1_1
DenseNet
https://arxiv.org/abs/1608.06993
- torchvision.models.densenet121
- torchvision.models.densenet169
- torchvision.models.densenet161
- torchvision.models.densenet201
Inception v3
https://arxiv.org/abs/1512.00567
- torchvision.models.inception_v3
requires scipy
to be installed
GoogLeNet
https://arxiv.org/abs/1409.4842
- torchvision.models.googlenet
requires scipy
to be installed
ShuffleNet v2
https://arxiv.org/abs/1807.11164
- torchvision.models.shufflenet_v2_x0_5
- torchvision.models.shufflenet_v2_x1_0
- torchvision.models.shufflenet_v2_x1_5
- torchvision.models.shufflenet_v2_x2_0
MobileNet v2
https://arxiv.org/abs/1801.04381
- torchvision.models.mobilenet_v2
MobileNet v3
https://arxiv.org/abs/1905.02244
- torchvision.models.mobilenet_v3_large
- torchvision.models.mobilenet_v3_small
ResNext
https://arxiv.org/abs/1611.05431
- torchvision.models.resnext50_32x4d
- torchvision.models.resnext101_32x8d
Wide ResNet
- torchvision.models.wide_resnet50_2
- torchvision.models.wide_resnet101_2
MNASNet
https://arxiv.org/abs/1807.11626
- torchvision.models.mnasnet0_5
- torchvision.models.mnasnet0_75
- torchvision.models.mnasnet1_0
- torchvision.models.mnasnet1_3
EfficientNet
https://arxiv.org/abs/1905.11946
- torchvision.models.efficientnet_b0
- torchvision.models.efficientnet_b1
- torchvision.models.efficientnet_b2
- torchvision.models.efficientnet_b3
- torchvision.models.efficientnet_b4
- torchvision.models.efficientnet_b5
- torchvision.models.efficientnet_b6
- torchvision.models.efficientnet_b7
RegNet
https://arxiv.org/abs/2003.13678
- torchvision.models.regnet_y_400mf
- torchvision.models.regnet_y_800mf
- torchvision.models.regnet_y_1_6gf
- torchvision.models.regnet_y_3_2gf
- torchvision.models.regnet_y_8gf
- torchvision.models.regnet_y_16gf
- torchvision.models.regnet_y_32gf
- torchvision.models.regnet_x_400mf
- torchvision.models.regnet_x_800mf
- torchvision.models.regnet_x_1_6gf
- torchvision.models.regnet_x_3_2gf
- torchvision.models.regnet_x_8gf
- torchvision.models.regnet_x_16gf