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ResearchFormerly WizWand

Out-of-Distribution Detection on SUN 5 (val)

96.01AUROCLAPT
58.497268.236177.97587.7139May 22, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LAPTTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0596.0119.12
Debiased Negative MiningTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.0595.8816.9
NegPromptTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0595.5522.89
NegLabelTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.0595.4920.53
LoCoOpTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0595.0723.44
LSNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0594.3526.32
CLIPNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0593.9326.17
KNNTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0592.6735.62
EnergyTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0592.6635.97
VOSTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0592.5736.88
MCMTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.0592.2538.8
NPOSTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0590.4443.77
ViMTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0587.1954.01
ODINTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0587.1754.04
EnergyTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.0584.2479.02
ZOCTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.0581.281.51
MSPTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0579.7373.72
GradNormTraining Requirement=Methods requiring training (or fine-tuning), Backbone=ViT B/16 CLIP encoder2026.0572.8682
MahalanobisTraining Requirement=Zero-Shot Training-free Methods, Backbone=ViT B/16 CLIP encoder2026.0559.9499.41