Model Zoo

In this page, we provide all the pre-trained models (checkpoints and codes) and the links to the datasets used in our paper.

Wide_ResNet-50-ImageNet
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Wide_Resnet-101-ImageNet
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Wide_Resnet-50-AT-L2-ImageNette
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Wide_Resnet-50-AT-Linf-ImageNette
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Wide_Resnet-AT-Linf-cifar10
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MobileNet_v3_large_x0_5-ImageNet
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MobileNet_v3_large_x0_75-ImageNet
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MobileNet_v3_large_x0_35-ImageNet
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MobileNet_v3_large_x1_0-ImageNet
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MobileNet_v3_large_x1_4_AdamW-ImageNet
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MobileNet_v3_large_x1_4_half_AT-ImageNet
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MobileNet_v3_large_x1_4_Augmentation-ImageNet
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MobileNet_v3_large_x1_4_Augmix-ImageNet
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MobileNet_v3_large_x1_4_Dropout-ImageNet
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MobileNet_v3_large_x1_4_Ema-ImageNet
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MobileNet_v3_large_x1_4_Label_Smooth-ImageNet
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MobileNet_v3_large_x1_4-ImageNet
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MobileNet_v2_x0_5-ImageNet
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MobileNet_v2_x0_75-ImageNet
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MobileNet_v2_x1_0-ImageNet
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MobileNet_v2_x1_4-ImageNet
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EfficientNet_b0-ImageNet
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EfficientNet_b0_nodrop-ImageNet
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EfficientNet_b1_nodrop_240-ImageNet
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EfficientNet_b2_nodrop_260-ImageNet
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EfficientNet_b3_nodrop_300-ImageNet
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EfficientNet_b4_nodrop_380-ImageNet
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DenseNet121-ImageNet
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DenseNet169-ImageNet
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DenseNet201-ImageNet
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DenseNet-PGD-AT-Linf-cifar10
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DeiT_base_b16_224-ImageNet
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DeiT_small_b16_224-ImageNet
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DeiT_tiny_b16_224-ImageNet
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ResNet-18_kd-ImageNet
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ResNet-18-ImageNet
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ResNet-34-ImageNet
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ResNet-18-ImageNet
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ResNet-50_21k-ImageNet
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ResNet-50_AdamW-ImageNet
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ResNet-50_AT-ImageNet
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ResNet-50_half_AT-ImageNet
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ResNet-50_Augmentation-ImageNet
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ResNet-50_Augmix-ImageNet
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ResNet-50_RandAug-ImageNet
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ResNet-50_Label_Smooth-ImageNet
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ResNet-50_MOCOv2-ImageNet
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ResNet-50-ImageNet
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ResNet-101-ImageNet
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ResNet-152-ImageNet
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ResNet-50_imagenette-PGD-AT-L2-ImageNette
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ResNet-50-PGD-AT-Linf-cifar10
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ResNet-50-PGD-AT-Linf-ImageNette
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RegNetX_400m-ImageNet
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RegNetX_800m-ImageNet
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RegNetX_1600m-ImageNet
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RegNetX_3200m-ImageNet
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RegNetX_3200m_Augmix-ImageNet
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RegNetX_3200m_AT-ImageNet
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RegNetX_3200m_half_AT-ImageNet
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RegNetX_3200m_EMA-ImageNet
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RegNetX_3200m_Label_Smooth-ImageNet
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RegNetX_3200m_Augumentation-ImageNet
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RegNetX_3200m_AdamW-ImageNet
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RegNetX_6400m-ImageNet
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mixer_B16_224-ImageNet
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mixer_B16_224_Augmix-ImageNet
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mixer_B16_224_AT-ImageNet
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mixer_B16_224_half_AT-ImageNet
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mixer_B16_224_EMA-ImageNet
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mixer_B16_224_Label_Smooth-ImageNet
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mixer_B16_224_Augumentation-ImageNet
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mixer_B16_224_Drop-ImageNet
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mixer_L16_224-ImageNet
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mixer_B16_224-PGD-AT-Linf-cifar10
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mixer_B16_224-PGD-AT-L2-ImageNette
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mixer_B16_224-PGD-AT-Linf-ImageNette
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RepVGG_A0-ImageNet
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RepVGG_B3-ImageNet
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RepVGG_A0_Deploy-ImageNet
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RepVGG_B3_Deploy-ImageNet
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ShuffleNet_V2_x0_5-ImageNet
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ShuffleNet_V2_x1_0-ImageNet
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ShuffleNet_V2_x1_5-ImageNet
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ShuffleNet_V2_x2_0_adamw-ImageNet
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ShuffleNet_V2_x2_0-PGD-AT-ImageNet
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ShuffleNet_V2_x2_0_half-PGD-AT-ImageNet
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ShuffleNet_V2_x2_0_augmentation-ImageNet
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ShuffleNet_V2_x2_0_augmix-ImageNet
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ShuffleNet_V2_x2_0_ema-ImageNet
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ShuffleNet_V2_x2_0_label_smooth-ImageNet
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ShuffleNet_V2_x2_0-ImageNet
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Vit_b16_224-ImageNet
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Vit_b32_224-ImageNet
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Vit_base_patch16_224_21K-ImageNet
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Vit_base_patch16_224_AT-ImageNet
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Vit_base_patch16_224_half_AT-ImageNet
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Vit_base_patch16_224_Augmentation-ImageNet
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Vit_base_patch16_224_Augmix-ImageNet
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Vit_base_patch16_224_EMA-ImageNet
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Vit_base_patch16_224_Label_Smooth-ImageNet
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Vit_base_patch16_224_Dropout-ImageNet
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Vit_base_patch16_224_fullsetting_half_AT-ImageNet
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Vit_base_patch16_224_ImageNette
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Vit_base_patch16_224_half_AT_ImageNette
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Vit_base_patch16_224-PGD-AT-L2-ImageNette
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Vit_base_patch16_224-PGD-AT-Linf-ImageNette
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Vit_base_patch16_224-PGD-AT-Linf-cifar10
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ViTAE-T-ImageNet
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ViTAE-S-ImageNet
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ViTAE_basic_small-PGD-AT-Linf-cifar10
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VITAE-S-PGD-AT-L2-ImageNette
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VITAE-S-PGD-AT-Linf-ImageNette
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Swin-T-ImageNet
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Swin-S-ImageNet
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Swin-B-ImageNet
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Swin-t-PGD-AT-Linf-cifar10
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Swin-tiny-PGD-AT-L2-ImageNette
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Swin_tiny-PGD-AT-Linf-ImageNette
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BotNET-PGD-AT-Linf-cifar10
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BotNET-PGD-AT-L2-ImageNette
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BotNET-PGD-AT-Linf-ImageNette
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CCT_14-PGD-AT-L2-ImageNette
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CCT_14-PGD-AT-Linf-ImageNette
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CCT-PGD-AT-Linf-cifar10
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CeiT_224-PGD-AT-L2-ImageNette
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CeiT_224-PGD-AT-Linf-ImageNette
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CeiT-PGD-AT-Linf-cifar10
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cpvt-PGD-AT-Linf-cifar10
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cpvt-PGD-AT-L2-ImageNette
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cpvt-PGD-AT-Linf-ImageNette
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cvt-PGD-AT-Linf-cifar10
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cvt-PGD-AT-L2-ImageNette
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cvt-PGD-AT-Linf-ImageNette
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CoPGD-ATNet-PGD-AT-L2-ImageNette
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CoPGD-ATNet-PGD-AT-Linf-ImageNette
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CoPGD-ATNet-PGD-AT-Linf-cifar10
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LeVit-PGD-AT-Linf-cifar10
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LeVit-PGD-AT-L2-ImageNette
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LeVit-PGD-AT-Linf-ImageNette
Download
MobileVit_s-PGD-AT-Linf-ImageNette
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MobileVit-PGD-AT-Linf-cifar10
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PoolFormer_s24-PGD-AT-L2-ImageNette
Download
PoolFormer_s24-PGD-AT-Linf-ImageNette
Download
PoolFormer-PGD-AT-Linf-cifar10
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PreActResNet-PGD-AT-L2-ImageNette
Download
PreActResNet-PGD-AT-Linf-ImageNette
Download
PreActResNet-50-PGD-AT-Linf-cifar10
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PVT_V2-PGD-AT-Linf-cifar10
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PVT_V2-PGD-AT-Linf-ImageNette
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PVT_V2-PGD-AT-L2-ImageNetee
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ResNeXt-29-PGD-AT-Linf-cifar10
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ResNeXt-50_imagenette-PGD-AT-L2-ImageNette
Download
ResNeXt-50-PGD-AT-Linf-ImageNette
Download
VGG16-PGD-AT-Linf-cifar10
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VGG16-PGD-AT-Linf-ImageNette
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ImageNet-A-ImageNet
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ImageNet-C
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ImageNet-O
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ImageNet-P
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ImageNet-S
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