Compositional Out-of-Distribution Detection on ImageNet
76AUCCoOD*
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoOD*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.04 | 76 | 69.1 | |
| CoODBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 75.4 | 66.7 | |
| DualBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 70 | 78.7 | |
| GapBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 69.9 | 76.4 | |
| GLBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 69.7 | 77.5 | |
| MCMBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 68.8 | 78 | |
| EOE*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.04 | 68.6 | 74.9 | |
| NEG*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.04 | 68.4 | 75.5 | |
| CSP*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.04 | 68.4 | 76.3 | |
| ∆EBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 68.4 | 75.8 | |
| MLSBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 68.3 | 78.7 | |
| ODINBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 68 | 86.2 | |
| EBOBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 65.5 | 82.1 | |
| CoOD-FBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 64.6 | 83.4 | |
| COOKBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 56.3 | 88.1 | |
| ViMBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 55.6 | 89.3 | |
| KLBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 51.4 | 94 |