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ResearchFormerly WizWand

Adversarial Transfer Attack on ViTs Target Models (test)

0.888Avg Attack Success RateTGR-P
0.45640.568450.68050.79255Mar 28, 2023
Updated 8mo ago

Evaluation results

MethodLinks
TGR-PSource Model=CaiT-S/24, Strategy=PatchOut2023.030.888
SGM-PSource Model=CaiT-S/24, Strategy=PatchOut2023.030.851
TGR-PSource Model=PiT-B, Strategy=PatchOut2023.030.823
PNA-PSource Model=CaiT-S/24, Strategy=PatchOut2023.030.816
VMI-PSource Model=CaiT-S/24, Strategy=PatchOut2023.030.768
TGR-PSource Model=ViT-B/16, Strategy=PatchOut2023.030.76
PNA-PSource Model=PiT-B, Strategy=PatchOut2023.030.731
PNA-PSource Model=ViT-B/16, Strategy=PatchOut2023.030.708
TGR-PSource Model=Visformer-S, Strategy=PatchOut2023.030.704
MIM-PSource Model=CaiT-S/24, Strategy=PatchOut2023.030.703
SGM-PSource Model=PiT-B, Strategy=PatchOut2023.030.7
VMI-PSource Model=ViT-B/16, Strategy=PatchOut2023.030.691
PNA-PSource Model=Visformer-S, Strategy=PatchOut2023.030.688
SGM-PSource Model=ViT-B/16, Strategy=PatchOut2023.030.648
VMI-PSource Model=Visformer-S, Strategy=PatchOut2023.030.648
MIM-PSource Model=ViT-B/16, Strategy=PatchOut2023.030.613
VMI-PSource Model=PiT-B, Strategy=PatchOut2023.030.595
MIM-PSource Model=Visformer-S, Strategy=PatchOut2023.030.549
SGM-PSource Model=Visformer-S, Strategy=PatchOut2023.030.516
MIM-PSource Model=PiT-B, Strategy=PatchOut2023.030.473