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Classification

ImageNet-1K

Model Year Params FLOPS Loader Resize Crop Top@1 Top@5 Real Top@1 Real Top@5
ResNet18 2015 11.69M 1.819G DALI 256 224 71.060 89.922
MobileNet V1 $\times$ 0.35 2017 0.766M 0.079G DALI 232 224 58.842 81.974
MobileNet V1 $\times$ 0.5 2017 1.332M 0.155G DALI 232 224 65.126 86.190
MobileNet V1 $\times$ 0.75 2017 2.586M 0.333G DALI 232 224 69.688 89.474
MobileNet V1 $\times$ 1.0 2017 4.232M 0.579G DALI 232 224 73.264 91.222 80.357 94.310
MobileNet V2 $\times$ 0.35 2018 1.677M 0.065G DALI 232 224 58.804 81.160
MobileNet V2 $\times$ 0.5 2018 1.969M 0.104G DALI 232 224 63.458 84.890
MobileNet V2 $\times$ 0.75 2018 2.636M 0.221G DALI 232 224 68.448 88.298
MobileNet V2 $\times$ 1.0 2018 3.505M 0.314G DALI 232 224 72.154 90.736
ShuffleNet V2 $\times$ 2.0 2018 7.394M 0.591G DALI 232 224 74.368 92.050
ViT-B/32 2020 88.224M 4.414G DALI 232 224 75.438 92.264
ViT-B/16 2020 86.568M 17.583G DALI 232 224 80.972 95.290
VGNetG $\times$ 1.0MP 2022 1.000M 0.144G DALI 232 224 68.128 88.312
VGNetG $\times$ 1.0MP+SE 2022 1.146M 0.145G DALI 232 224 70.122 89.524
VGNetG $\times$ 1.5MP 2022 1.506M 0.191G DALI 232 224 70.494 89.684
VGNetG $\times$ 1.5MP+SE 2022 1.706M 0.192G DALI 232 224 72.422 90.664
VGNetG $\times$ 2.0MP 2022 2.01M 0.304G DALI 232 224 72.314 90.730
VGNetG $\times$ 2.0MP+SE 2022 2.349M 0.306G DALI 232 224 74.324 91.788
VGNetG $\times$ 2.5MP 2022 2.497M 0.403G DALI 232 224 73.740 91.516
VGNetG $\times$ 2.5MP+SE 2022 2.927M 0.405G DALI 232 224 75.590 92.568
RegNetX-400MF 2020 5.496M 0.420G DALI 256 224 73.156 91.320
ConvNeXt-Tiny 2022 28.589M 4.470G DALI 236 224 82.428 96.132
ConvNeXt-Small 2022 50.224M 8.705G DALI 230 224 83.544 96.640
ConvNeXt-Base 2022 88.591M 15.384G DALI 232 224 83.936 96.886