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ResearchFormerly WizWand

Out-of-Distribution Detection on OpenOOD ImageNet-1k ID Far-OOD

97.67AUROCOnline Prototype Learning
84.25487.73791.2294.703Sep 4, 2025Oct 18, 2025Dec 1, 2025Jan 14, 2026Feb 27, 2026Apr 12, 2026May 26, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Online Prototype LearningMode=Zero-Shot Training-free Methods, Resolution=224x2242026.0597.6713.22
TTL + FAExtra Resources=No2026.0497.0513.62
SCALEMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.0596.53—
ANTSzero-shot=true2025.0996.515.38
AdaNegzero-shot=true2025.0996.4317.31
AdaNeg+NeglabelMode=Zero-Shot Training-free Methods, Resolution=224x2242026.0596.4317.31
SynOODzero-shot=true2025.0996.2117.11
AugMix + ASHMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.0596.05—
TTLExtra Resources=No2026.0495.5919.88
AdaNegExtra Resources=Yes2026.0495.4420.9
AdaNeg + FAExtra Resources=Yes2026.0495.3819.75
NeglabelExtra Resources=Yes2026.0494.9423.23
NegLabelMode=Zero-Shot Training-free Methods, Resolution=224x2242026.0594.8523.73
LAPTMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.0594.2624.86
LocalPromptExtra Resources=No2026.0493.7128.6
AugMix + ReActMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.0593.7—
FAExtra Resources=No2026.0493.6725.78
AdaND + FAExtra Resources=No2026.0493.5323.05
NegLabelzero-shot=true2025.0993.327.34
RMDSMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.0592.6—
OODD + FAExtra Resources=No2026.0492.2123.52
AdaNDExtra Resources=No2026.0492.1927.76
IDLikeExtra Resources=No2026.0492.1636.11
LoCoOpExtra Resources=No2026.0492.1233.42
OODDExtra Resources=No2026.0491.8724.81
GENMode=Methods requiring training (or fine-tuning), Resolution=224x2242026.0590.98—
MCMExtra Resources=No2026.0490.6144.39
EOEzero-shot=true2025.0989.1446.73
MCMzero-shot=true2025.0984.7768.54
MCMMode=Zero-Shot Training-free Methods, Resolution=224x2242026.0584.7768.54