Heedless Backbones

ImageNet-ReaL Dataset

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Results
Parameters (M)
Images / Second
Publication Date
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Classification
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Top-1
Top-5
GFLOPs
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224x224
384x384
512x512
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Results
Parameters (M)
Images / Second
GFLOPs
Publication Date
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JFT-3B
ImageNet-1k
ImageNet-22k
JFT-300M
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Supervised
FCMAE
MAE
CL
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Family
Pretrain Dataset
Pretrain Method
Classification Resolution
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Pretrain Dataset
Pretrain Method
Classification Resolution
familymodelparams (m)pretrainfinetuneGFLOPsTop-1
ResNet (RSB)ResNet-18 (RSB)11.7IN-1k : Sup. : 600— : — : —1.879.4
ResNet (RSB)ResNet-34 (RSB)21.8IN-1k : Sup. : 600— : — : —3.783.4
ResNet (RSB)ResNet-50 (RSB)25.6IN-1k : Sup. : 600— : — : —4.185.7
ResNet (RSB)ResNet-101 (RSB)44.5IN-1k : Sup. : 600— : — : —7.986.3
ResNet (RSB)ResNet-152 (RSB)60.2IN-1k : Sup. : 600— : — : —11.686.4
familymodelparams (m)pretrainfinetunegflopstop-1top-5
ResNet (RSB)ResNet-18 (RSB)11.7IN-1k : Sup. : 600— : — : —1.879.4
ResNet (RSB)ResNet-34 (RSB)21.8IN-1k : Sup. : 600— : — : —3.783.4
ResNet (RSB)ResNet-50 (RSB)25.6IN-1k : Sup. : 600— : — : —4.185.7
ResNet (RSB)ResNet-101 (RSB)44.5IN-1k : Sup. : 600— : — : —7.986.3
ResNet (RSB)ResNet-152 (RSB)60.2IN-1k : Sup. : 600— : — : —11.686.4