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ResearchFormerly WizWand

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

0.47FPR@95DDE
-2.754419.010340.77562.5397Apr 26, 2026May 5, 2026May 15, 2026May 25, 2026Jun 4, 2026Jun 14, 2026Jun 24, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DDEZero-shot=true2026.060.4799.83
OODDZero-shot=true2026.060.5199.74
AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.040.5999.71
AdaNegZero-shot=true2026.060.5998.71
DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.041.2299.64
NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.041.5199.57
NegRefineZero-shot=true2026.061.5199.57
CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.041.5499.6
NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.041.9199.49
NegLabelZero-shot=true2026.061.9199.49
SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.041.9799.43
DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.042.1499.48
AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.044.1998.91
AdaNDZero-shot=true2026.064.1998.91
OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.047.1398.71
ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0411.4997.87
LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0412.2697.56
FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0414.4996.48
LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0416.0596.86
CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0416.0896.9
OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0416.7996.88
ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0419.5596.39
MCMZero-shot=true2026.0630.9194.61
MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0431.9594.16
MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0452.7388.42
EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0453.9690.59
Max-LogitZero-shot=true2026.0661.6689.31
EnergyZero-shot=true2026.0681.0885.09