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ResearchFormerly WizWand

Image Classification on NICO++ OOD

76.2AccuracyRiskyDiff
68.08870.19472.374.406Dec 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
RiskyDiffModel=EfficientNet-B22025.1276.2
RiskyDiffModel=ViT-B/162025.1275.4
MixupModel=EfficientNet-B22025.1275
AdvDiffuserModel=ViT-B/162025.1274.9
AdvDiffModel=ViT-B/162025.1274.6
MixupModel=ViT-B/162025.1274.5
OriginalModel=ViT-B/162025.1274.3
unCLIPModel=ViT-B/162025.1273.7
AdvDiffuserModel=EfficientNet-B22025.1273.5
unCLIPModel=EfficientNet-B22025.1273.4
AdvDiffModel=EfficientNet-B22025.1273.3
OriginalModel=EfficientNet-B22025.1273.1
RiskyDiffModel=DenseNet-1212025.1272.7
MixupModel=DenseNet-1212025.1271.5
RiskyDiffModel=ResNet-502025.1271.5
MixupModel=ResNet-502025.1270.7
unCLIPModel=ResNet-502025.1270
AdvDiffModel=ResNet-502025.1269.7
OriginalModel=ResNet-502025.1269.6
unCLIPModel=DenseNet-1212025.1269.6
AdvDiffuserModel=ResNet-502025.1269.4
AdvDiffuserModel=DenseNet-1212025.1269.1
OriginalModel=DenseNet-1212025.1269
AdvDiffModel=DenseNet-1212025.1268.4