Out-of-Distribution Detection on Food-101 (test)
1.31iNaturalist FPR95Energy
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| EnergyBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 1.31 | 99.7 | 0.22 | 99.94 | 0.61 | 99.86 | 8.59 | 98.07 | 2.68 | 99.39 | |
| MaxLogitBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 1.34 | 99.71 | 0.19 | 99.95 | 0.62 | 99.86 | 5.58 | 98.77 | 1.93 | 99.57 | |
| Ours+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=12xK2026.01 | 2 | 99.6 | 0.28 | 99.92 | 0.86 | 99.79 | 1.34 | 99.69 | 1.12 | 99.75 | |
| EOE+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=12xK2026.01 | 4.62 | 99 | 0.66 | 99.82 | 1.33 | 99.67 | 2.27 | 99.5 | 2.22 | 99.5 | |
| Ours+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=4xK2026.01 | 5.15 | 98.83 | 0.66 | 99.81 | 1.44 | 99.63 | 1.88 | 99.54 | 2.28 | 99.45 | |
| MCMBackbone=ViT-B/16, Zero-shot protocol=true2026.01 | 5.85 | 98.76 | 1.07 | 99.75 | 2.03 | 99.52 | 2.87 | 99.35 | 2.95 | 99.34 | |
| EOE+LLaVABackbone=ViT-B/16, Zero-shot protocol=true, L (Number of OOD label candidates)=4xK2026.01 | 6.05 | 98.63 | 0.78 | 99.78 | 1.56 | 99.61 | 2.6 | 99.43 | 2.75 | 99.36 |