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ResearchFormerly WizWand

Compositional Out-of-Distribution Detection on Counterfactual dataset

0.942AUCCoOD
0.37520.522350.66950.81665Apr 23, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoODBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.9420.464
CoOD*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.040.9380.474
CoOD-FBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.8110.58
ViMBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.7630.554
MLSBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5960.92
EBOBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5910.938
COOKBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5830.813
GapBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5790.929
DualBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5750.935
CSP*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.040.5570.92
NEG*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.040.5560.929
GLBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5460.945
MCMBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5450.955
ODINBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5250.946
EOE*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.040.5130.991
∆EBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.5030.839
KLBackbone=CLIP ViT-B/16, Require OOD labels=false2026.040.3970.902