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
requiresscipy
to be installed
GoogLeNet
https://arxiv.org/abs/1409.4842
- torchvision.models.googlenet
requiresscipy
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