List your company
ResearchFormerly WizWand

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

10.94FPR@95DynProto
7.631629.963352.29574.6267Apr 26, 2026May 5, 2026May 15, 2026May 25, 2026Jun 4, 2026Jun 14, 2026Jun 24, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DynProtoExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0410.9497.48
ASH-SExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0411.9797.6
CADRefExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0412.697.14
OODDExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0416.1697.01
DDEZero-shot=true2026.0620.8595.98
NegRefineExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0421.1594.69
NegRefineZero-shot=true2026.0621.1594.68
AdaNDExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0421.7693.01
AdaNDZero-shot=true2026.0621.7693.01
LINeExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0422.5494.44
OptFSExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0423.0895.74
DynProtoExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0423.4693.8
SynOODExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0425.2495.08
CSPExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0425.5293.86
FAExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0429.592.93
AdaNegExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0431.2794.93
OODDZero-shot=true2026.0634.0993.19
AdaNegZero-shot=true2026.0634.3494.55
LoCoOpExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0442.2890.19
NegLabelExternal Text=true, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0443.5690.22
NegLabelZero-shot=true2026.0643.5690.22
ReActExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0445.8390.45
EnergyExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0452.386.73
MCMZero-shot=true2026.0657.7786.11
MCMExternal Text=false, Method Category=Vision Language Model based Methods, Backbone=CLIP-B/162026.0458.3585.83
MSPExternal Text=false, Method Category=Vision Model based Methods, Backbone=ResNet-502026.0466.1580.46
Max-LogitZero-shot=true2026.0686.6171.68
EnergyZero-shot=true2026.0693.6565.56