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ResearchFormerly WizWand

Out-of-Distribution Detection on CIFAR100 (ID) vs SVHN (OOD)

1AUROCERD
0.293840.477170.66050.84383Dec 10, 2020Nov 6, 2021Oct 3, 2022Aug 30, 2023Jul 26, 2024Jun 22, 2025May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ERDEnsemble size=52020.121100—
ERD++Ensemble size=52020.121100—
PALMBackbone=ResNet-342026.050.9923—3.03
Generalized (Vol)Backbone=RepVGG-A22026.030.992—1.7
Generalized (Neg,Vol)Backbone=RepVGG-A22026.030.992—1.7
EIHFBackbone=ResNet-342026.050.9908—3.76
Single (Neg,Vol, InfoNCE)Backbone=RepVGG-A22026.030.985—8.2
DPLBackbone=ResNet-342026.050.9825—14.44
Single (Neg)Backbone=RepVGG-A22026.030.982—8.1
Generalized (Neg)Backbone=RepVGG-A22026.030.98—8.3
Generalized (Neg,Vol, InfoNCE)Backbone=RepVGG-A22026.030.976—15.6
Single (Neg,Vol)Backbone=RepVGG-A22026.030.968—20.2
Single (Vol)Backbone=RepVGG-A22026.030.962—23.1
ViTBackbone=ViT-S-16, Pre-trained=Imagenet21k2020.120.9684—
CIDERBackbone=ResNet-342026.050.9516—23.09
DRLBackbone=ResNet-342026.050.9407—20.15
KNN+Backbone=ResNet-342026.050.9278—39.23
COMBOODBackbone=RepVGG-A22026.030.904—41.5
ASHBackbone=ResNet-342026.050.9019—52.96
ReActBackbone=ResNet-342026.050.8875—50.93
EnergyBackbone=ResNet-342026.050.8525—66.91
ODINBackbone=ResNet-342026.050.8488—70.16
VimBackbone=ResNet-342026.050.8462—73.42
ViMBackbone=RepVGG-A22026.030.834—50.5
VOSBackbone=ResNet-342026.050.828—43.24
MahalanobisBackbone=RepVGG-A22026.030.818—54.4
SSD+Backbone=ResNet-342026.050.8062—87.09
D-KNNBackbone=RepVGG-A22026.030.804—55.9
MSPBackbone=ResNet-342026.050.798—78.89
MSPBackbone=RepVGG-A22026.030.783—54.2
Energy (T=1)Backbone=RepVGG-A22026.030.776—54
CIDERBackbone=RepVGG-A22026.030.775—54.6
KNN (ℓ2)Backbone=RepVGG-A22026.030.321—91.8