Out-of-Distribution Detection on CUB-200-2011 (test)
14.8iNaturalist FPR95EOE+LLaVA
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| EOE+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=12xK2026.01 | 14.8 | 95.02 | 0.16 | 99.95 | 0.3 | 99.92 | 0.02 | 99.99 | 3.82 | 98.72 | |
| Ours+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=12xK2026.01 | 15.23 | 94.86 | 0.17 | 99.95 | 0.33 | 99.92 | 0.02 | 99.99 | 3.94 | 98.68 | |
| MaxLogitBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 15.31 | 95.08 | 0.01 | 100 | 0.11 | 99.97 | 0 | 100 | 3.86 | 98.76 | |
| Ours+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=4xK2026.01 | 15.82 | 94.77 | 0.39 | 99.88 | 0.82 | 99.81 | 0.12 | 99.96 | 4.29 | 98.61 | |
| EnergyBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 15.92 | 94.92 | 0.01 | 100 | 0.1 | 99.97 | 0.02 | 100 | 4.01 | 98.72 | |
| EOE+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=4xK2026.01 | 16.18 | 94.63 | 0.54 | 99.83 | 0.96 | 99.77 | 0.29 | 99.92 | 4.49 | 98.54 | |
| MCMBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 31.48 | 91 | 7.39 | 98.5 | 9.73 | 98 | 7.05 | 98.74 | 13.91 | 96.56 |