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ResearchFormerly WizWand

Risky Sample Transferability on ImageNet

6.1Error RateAdvDiff
3.48421.14238.856.458Dec 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
AdvDiffTarget Model=ViT-B/16, Source Model=ResNet-502025.126.1
AdvDiffSource Model=ResNet-50, Target Model=ViT-B/162025.126.1
AdvDiffTarget Model=EfficientNet-B2, Source Model=ResNet-502025.127.4
AdvDiffSource Model=ResNet-50, Target Model=EfficientNet-B22025.127.4
AdvDiffTarget Model=DenseNet-121, Source Model=ResNet-502025.128.1
AdvDiffSource Model=ResNet-50, Target Model=DenseNet-1212025.128.1
AdvDiffTarget Model=ViT-B/162025.1211.4
AdvDiffTarget Model=ResNet-502025.1212.5
AdvDiffTarget Model=DenseNet-1212025.1215
AdvDiffTarget Model=EfficientNet-B22025.1223.2
AdvDiffuserTarget Model=ViT-B/16, Source Model=ResNet-502025.1229.7
AdvDiffuserSource Model=ResNet-50, Target Model=ViT-B/162025.1229.7
AdvDiffuserTarget Model=EfficientNet-B2, Source Model=ResNet-502025.1230.6
AdvDiffuserSource Model=ResNet-50, Target Model=EfficientNet-B22025.1230.6
AdvDiffuserTarget Model=DenseNet-121, Source Model=ResNet-502025.1232.9
AdvDiffuserSource Model=ResNet-50, Target Model=DenseNet-1212025.1232.9
RiskyDiffTarget Model=ViT-B/16, Source Model=ResNet-502025.1239
RiskyDiffSource Model=ResNet-50, Target Model=ViT-B/162025.1239
RiskyDiffTarget Model=EfficientNet-B2, Source Model=ResNet-502025.1240.2
RiskyDiffSource Model=ResNet-50, Target Model=EfficientNet-B22025.1240.2
RiskyDiffTarget Model=DenseNet-121, Source Model=ResNet-502025.1242.6
RiskyDiffSource Model=ResNet-50, Target Model=DenseNet-1212025.1242.6
AdvDiffuserTarget Model=DenseNet-1212025.1251.2
AdvDiffuserTarget Model=EfficientNet-B22025.1253.5
AdvDiffuserTarget Model=ResNet-502025.1265.1
RiskyDiffTarget Model=DenseNet-1212025.1268.2
AdvDiffuserTarget Model=ViT-B/162025.1268.9
RiskyDiffTarget Model=EfficientNet-B22025.1270.8
RiskyDiffTarget Model=ViT-B/162025.1271.4
RiskyDiffTarget Model=ResNet-502025.1271.5