Out-of-Distribution Detection on CIFAR-100 OOD benchmark (test)
0.01FPR@95 (SVHN)TTL
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TTLParadigm=Test-time adaptation, Backbone=ViT-B/16, Base OOD detector=MCM2026.04 | 0.01 | 99.98 | 2.52 | 99.47 | 2.01 | 99.54 | 1.27 | 99.67 | 1.68 | 98.91 | 6.65 | 97.98 | 2.36 | 99.26 | |
| AdaNDParadigm=Test-time adaptation, Backbone=ViT-B/162026.04 | 1.17 | 99.67 | 11.98 | 96.76 | 5.63 | 98.35 | 18.71 | 95.7 | 22.52 | 92.56 | 65.71 | 72 | 20.95 | 92.5 | |
| FAParadigm=Training-based, Backbone=ViT-B/162026.04 | 15.58 | 97.33 | 48.02 | 89.75 | 33.11 | 93.18 | 51.29 | 89.37 | 22.34 | 95.47 | 46.28 | 89.49 | 36.11 | 92.43 | |
| AdaNegParadigm=Test-time adaptation, Backbone=ViT-B/162026.04 | 16.8 | 95.13 | 32.29 | 89.85 | 30.84 | 91.35 | 38.09 | 88.1 | 45.88 | 91.31 | 79.21 | 78.08 | 40.52 | 88.97 | |
| OODDParadigm=Test-time adaptation, Backbone=ViT-B/162026.04 | 60.6 | 90.52 | 75.2 | 84.61 | 44.72 | 92.08 | 75.98 | 83.85 | 90.85 | 73.12 | 98.09 | 59.09 | 74.24 | 80.55 | |
| MCMParadigm=Post-hoc, Backbone=ViT-B/162026.04 | 67.72 | 89.49 | 67.49 | 86.51 | 47.56 | 91.97 | 65.9 | 86.48 | 92.09 | 72.98 | 97.79 | 60.97 | 73.09 | 81.4 | |
| CSPParadigm=Post-hoc, Backbone=ViT-B/162026.04 | 99.4 | 70.95 | 66.43 | 89.81 | 78.82 | 85.97 | 66.39 | 89.57 | 26.04 | 92.59 | 88.99 | 67.22 | 71.01 | 82.68 |