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ResearchFormerly WizWand

Out-of-Distribution Detection on ImageNet-1K (ID) vs iNaturalist (OOD) 1.0 (test)

99.88AUROCOurs (Mean)
54.130466.007777.88589.7623May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Ours (Mean)Training Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0599.880.5
AdaNeg+NegLabelTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0599.710.59
InfoOODTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0599.71.04
LAPTTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0599.631.16
CSPTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0599.61.54
DNMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0599.511.78
NegLabelTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0599.491.91
NegPromptTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0598.736.32
LoCoOpTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0596.8616.05
GL-MCMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0596.7115.16
NPOSTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0596.1916.58
LSNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0595.8321.56
EnergyTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0595.3326.12
CLIPNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0595.2723.94
ODINTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0594.6530.22
VOSTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0594.6228.99
MCMTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0594.5932.2
KNNTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0594.5229.17
ViMTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0593.1632.19
MSPTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0587.4458.36
ZOCTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0586.0987.3
EnergyTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0585.0981.08
GradNormTraining Protocol=Training/Fine-tuning, Encoder=ViT B/16 CLIP2026.0572.5681.5
MahalanobisTraining Protocol=Zero-shot Training-free, Encoder=ViT B/16 CLIP2026.0555.8999.33