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ResearchFormerly WizWand

Out-of-Distribution Detection on ImageNet OOD Average (test)

21.1FPR@95DynProto
19.147232.328645.5158.6914Apr 26, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0421.193.7
DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0428.5292.49
SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0433.789
AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0435.1290.01
CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0436.0189.29
LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0437.5389.73
AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0437.5986.44
NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0437.989.15
ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0439.888.96
FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0439.8688.76
NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0442.8887.06
OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0443.6786.71
CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0443.7988.84
ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0445.5287.69
LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0445.985.88
OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0446.487.78
MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0456.6583.36
EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0465.2583.37
MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0469.9280.57