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ResearchFormerly WizWand

Out-of-Distribution Detection on ImageNet (ID) vs Places (OOD) (test)

10.27FPR@95SynOOD
7.677625.176342.67560.1737Apr 26, 2026May 5, 2026May 15, 2026May 25, 2026Jun 4, 2026Jun 14, 2026Jun 24, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0410.2797.8
DDEZero-shot=true2026.0614.4296.78
DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0418.5395.45
AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0420.9594.55
AdaNDZero-shot=true2026.0620.9594.55
LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0428.5292.85
OODDZero-shot=true2026.0628.6893.77
CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0429.3292.9
FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0431.0992.44
AdaNegZero-shot=true2026.0631.2794.93
DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0431.5391.9
LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0432.8791.98
ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0433.4591.93
AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0434.3494.55
NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0435.5991.64
NegLabelZero-shot=true2026.0635.5991.64
NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0439.190.42
NegRefineZero-shot=true2026.0639.190.41
ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0439.8390.98
MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0442.9890.1
MCMZero-shot=true2026.0644.6989.77
OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0444.7890.42
CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0451.1287.8
OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0453.5987.13
Max-LogitZero-shot=true2026.0663.6785.95
EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0465.4384.12
MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0471.5980.63
EnergyZero-shot=true2026.0675.0883.38