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ResearchFormerly WizWand

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

46.72FPR95DynProto
45.374854.454963.53572.6151Apr 26, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0446.7287.36
DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0451.0484.28
SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0457.1276.28
AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0460.178.3
OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0462.4879.41
NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0463.9381
CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0464.8985.36
ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0465.0282.77
FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0465.6179.01
LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0466.6281.13
CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0467.1479.13
NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0469.9976.13
ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0471.2180.15
OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0472.6980.8
LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0475.1672.97
MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0475.9479.97
EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0477.6379.69
MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0479.574.57
AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0480.3569.69