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ResearchFormerly WizWand

OOD Detection on ImageNet Near-OOD

86.92AUROCMahaVar
42.87654.310565.74577.1795Nov 21, 2024Feb 18, 2025May 19, 2025Aug 17, 2025Nov 15, 2025Feb 13, 2026May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MahaVarBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0586.92——59.03
OEBackbone=ResNet2024.1186.8659.1292.69—
diverseMixBackbone=ResNet2024.1186.3659.8191.76—
Energy (w. Daux)Backbone=ResNet2024.1185.9560.6791.75—
Mahalanobis++Backbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0585.56——61.95
DPNBackbone=ResNet2024.1184.9463.3991.46—
MixOEBackbone=ResNet2024.1183.4268.4388.74—
NNGuideBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0583.21——70.79
MSPBackbone=ResNet2024.1182.7570.3588.58—
ViMBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0582.56——69.67
Max LogitsBackbone=ResNet2024.1182.2569.4588.69—
ODINBackbone=ResNet2024.1182.269.0688.75—
GENBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0582.04——71.07
NCI+filterBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0581.89——71.74
EnergyBackbone=ResNet2024.1181.8870.3588.56—
fDBDBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0581.51——73.82
KNNBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0581.03——75.8
NCIBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0580.79——74.83
KL-matchingBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0580.59——71.49
ReActBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0579.14——74.73
MSPBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0578.83——73.64
MahalanobisBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0577.99——73.77
MaxLogitBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0574.89——74.46
EnergyBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0570.01——78.61
SCALEBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0569.71——77.14
ASH-SBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.0544.57——87.33