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ResearchFormerly WizWand

OOD Detection on SSB Hard

76.82FPR@95OCO
76.14880.68485.2289.756Apr 29, 2026Apr 30, 2026May 2, 2026May 3, 2026May 5, 2026May 6, 2026May 8, 2026
Updated 5mo ago

Evaluation results

MethodLinks
OCOModel=ViT2026.0576.8273.21
OCOModel=DINOv22026.0578.4372.13
SHEModel=DINOv22026.0579.2868.9
OODDModel=DINOv22026.0580.1276.22
GENBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0482.2470.09
EPDBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0482.4172.21
MaxLogitModel=DINOv22026.0583.1664.53
MDSBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0483.4771.57
SCALEModel=DINOv22026.0583.563.42
EnergyModel=DINOv22026.0583.5863.62
NECOModel=DINOv22026.0583.6364.17
MaxLogitModel=ViT2026.0584.1367.78
FDBDModel=DINOv22026.0584.2165.45
OODDModel=ViT2026.0584.3472.05
SCALEModel=ViT2026.0584.4267.79
RMDSBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0484.5372.87
EnergyModel=ViT2026.0584.5467.29
CoRPModel=DINOv22026.0584.9962.44
NNguideModel=ViT2026.0585.5462.02
SHEBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0485.7468.04
KNNBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0486.2265.97
MSPBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0486.4168.94
NECOModel=ViT2026.0586.5370.27
TempScaleBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0487.3668.55
NNguideModel=DINOv22026.0587.6757.15
FDBDModel=ViT2026.0588.564.31
CoRPModel=ViT2026.0588.7360.07
OpenMaxBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0489.268.6
DICEBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0489.7759.05
SHEModel=ViT2026.0589.9759.99
ViMBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0490.0669.42
ReActBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0490.4663.1
MLSBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0491.5264.2
EBOBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0492.2558.8
ASHBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0493.553.89
GradNormBackbone=ViT-B/16, ID Accuracy=81.14%, ID Dataset=ImageNet-1K2026.0493.6242.96