Compositional Out-of-Distribution Detection on Counterfactual dataset
0.942AUCCoOD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CoODBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.942 | 0.464 | |
| CoOD*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.04 | 0.938 | 0.474 | |
| CoOD-FBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.811 | 0.58 | |
| ViMBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.763 | 0.554 | |
| MLSBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.596 | 0.92 | |
| EBOBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.591 | 0.938 | |
| COOKBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.583 | 0.813 | |
| GapBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.579 | 0.929 | |
| DualBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.575 | 0.935 | |
| CSP*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.04 | 0.557 | 0.92 | |
| NEG*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.04 | 0.556 | 0.929 | |
| GLBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.546 | 0.945 | |
| MCMBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.545 | 0.955 | |
| ODINBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.525 | 0.946 | |
| EOE*Backbone=CLIP ViT-B/16, Require OOD labels=true2026.04 | 0.513 | 0.991 | |
| ∆EBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.503 | 0.839 | |
| KLBackbone=CLIP ViT-B/16, Require OOD labels=false2026.04 | 0.397 | 0.902 |