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ResearchFormerly WizWand

Out-of-domain OOD detection on 8 single-domain benchmarks average

1.09FPR@95MDS Teacher Only
-1.085213.597428.2842.9626Mar 11, 2026
Updated 7mo ago

Evaluation results

MethodLinks
MDS Teacher OnlyBackbone=DinoV2, Teacher-Guided Training (TG)=false2026.031.0999.63
MDS Teacher OnlyBackbone=DinoV2, Teacher-Guided Training (TG)=true2026.031.0999.63
MDS Teacher OnlyBackbone=ResNet50, Teacher-Guided Training (TG)=false2026.031.0999.63
MDS Teacher OnlyBackbone=ResNet50, Teacher-Guided Training (TG)=true2026.031.0999.63
Mahalanobis (MDS)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.0313.9495.57
Virtual-Logit (ViM)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.0315.6595.32
Mahalanobis (MDS)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.0321.4691.99
Virtual-Logit (ViM)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.0322.2191.9
Mahalanobis (MDS)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.0322.391.36
Virtual-Logit (ViM)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.0322.691.67
Nearest Neigh. (kNN)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.0322.7192.41
Mahalanobis (MDS)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.0325.5591.21
Virtual-Logit (ViM)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.0326.4390.81
Neural Collapse (NCI)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.0328.1489.95
Nearest Neigh. (kNN)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.0329.9988.32
Nearest Neigh. (kNN)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.0331.8787.68
Mahalanobis (MDS)Backbone=SupCon, Teacher-Guided Training (TG)=false2026.0332.0285.85
Nearest Neigh. (kNN)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.0334.9887.44
ReActBackbone=ResNet50, Teacher-Guided Training (TG)=true2026.0337.5987.06
ReActBackbone=DinoV2, Teacher-Guided Training (TG)=true2026.0337.9884.42
SCALEBackbone=DinoV2, Teacher-Guided Training (TG)=true2026.0338.5284.19
Energy-Based (EBO)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.0338.9283.68
Neural Collapse (NCI)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.0341.4182.87
Energy-Based (EBO)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.0341.7385.43
SCALEBackbone=ResNet50, Teacher-Guided Training (TG)=true2026.0341.8585.74
MaxSoftmax (MSP)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.0342.1884.32
Neural Collapse (NCI)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.0343.4282.47
Nearest Neigh. (kNN)Backbone=SupCon, Teacher-Guided Training (TG)=false2026.0344.3982.66
MaxSoftmax (MSP)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.0344.4180.48
Neural Collapse (NCI)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.0344.7783.67
ReActBackbone=DinoV2, Teacher-Guided Training (TG)=false2026.0345.7680.89
Energy-Based (EBO)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.0347.7379.77
SCALEBackbone=DinoV2, Teacher-Guided Training (TG)=false2026.0349.7379.21
MaxSoftmax (MSP)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.0351.3180.99
ReActBackbone=ResNet50, Teacher-Guided Training (TG)=false2026.0351.9280.78
MaxSoftmax (MSP)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.0352.4776.54
Energy-Based (EBO)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.0352.6981.74
SCALEBackbone=ResNet50, Teacher-Guided Training (TG)=false2026.0355.4781.53