Out-of-Distribution Detection on Stanford Cars (test)
0FPR95 (iNaturalist)MaxLogit
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| MaxLogitBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 0 | 100 | 0.6 | 99.85 | 0.9 | 99.74 | 0 | 100 | 0.38 | 99.9 | |
| EnergyBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 0 | 100 | 0.8 | 99.74 | 1.13 | 99.65 | 0.04 | 99.99 | 0.49 | 99.84 | |
| EOE+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=4xK2026.01 | 0 | 100 | 0.08 | 99.98 | 0.35 | 99.91 | 0 | 100 | 0.12 | 99.97 | |
| EOE+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=12xK2026.01 | 0 | 100 | 0.11 | 99.98 | 0.36 | 99.91 | 0 | 100 | 0.12 | 99.97 | |
| Ours+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=4xK2026.01 | 0 | 100 | 0.09 | 99.98 | 0.36 | 99.91 | 0 | 100 | 0.11 | 99.97 | |
| Ours+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=12xK2026.01 | 0 | 100 | 0.12 | 99.97 | 0.36 | 99.91 | 0 | 100 | 0.12 | 99.97 | |
| MCMBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 1.22 | 99.52 | 0.13 | 99.92 | 0.56 | 99.81 | 0.02 | 99.97 | 0.48 | 99.81 |