OOD Detection on CIFAR-100 (ID) vs TinyImageNet (OOD) (test)
0.49FPR@95%AHGC
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| AHGC2024.12 | 0.49 | — | 89.19 | 95.01 | 73.42 | 50.02 | 57.76 | 59.66 | 60.79 | |
| SGDOptimizer=SGD2025.11 | 32.2 | 31.5 | 0.744 | 0.767 | 0.705 | — | — | — | — | |
| uCBOpt-adaptOptimizer=uCBOpt-adapt2025.11 | 32.2 | 31.2 | 0.746 | 0.769 | 0.707 | — | — | — | — | |
| MC-DOptimizer=MC-D2025.11 | 32.6 | 31.6 | 0.738 | 0.762 | 0.697 | — | — | — | — | |
| uCBOptOptimizer=uCBOpt (ϑ = 5 ⋅ 10−5)2025.11 | 33 | 31.8 | 0.739 | 0.762 | 0.701 | — | — | — | — | |
| uCBOptOptimizer=uCBOpt (ϑ → 0+)2025.11 | 33.1 | 31.9 | 0.739 | 0.762 | 0.7 | — | — | — | — | |
| lCBOpt-adaptOptimizer=lCBOpt-adapt2025.11 | 34.1 | 32.6 | 0.732 | 0.757 | 0.692 | — | — | — | — | |
| IVONOptimizer=IVON2025.11 | 34.2 | 32.1 | 0.739 | 0.765 | 0.698 | — | — | — | — | |
| IVONOptimizer=IVON@mean2025.11 | 34.6 | 33.6 | 0.718 | 0.744 | 0.677 | — | — | — | — | |
| UDG2024.12 | 81.73 | — | 77.18 | 86 | 61.67 | 0.67 | 4.82 | 17.8 | 41.72 | |
| ConjNorm2024.12 | 82.3 | — | 79.42 | 87.96 | 60.44 | 1.73 | 13.59 | 20.88 | 44.1 | |
| ODIN2024.12 | 82.74 | — | 77.58 | 86.26 | 61.38 | 0.2 | 3.78 | 15.99 | 45.56 | |
| Scone2024.12 | 82.92 | — | 80.87 | 88.93 | 63.9 | 2.36 | 10.62 | 23.46 | 49.38 | |
| EBO2024.12 | 83.32 | — | 78.34 | 87.08 | 62.13 | 1.04 | 6.37 | 21.44 | 47.92 | |
| OE2024.12 | 83.41 | — | 76.99 | 86.36 | 60.56 | 0.22 | 8.5 | 21.95 | 43.98 | |
| MCD2024.12 | 84.46 | — | 75.32 | 85.11 | 59.49 | 0.24 | 6.14 | 19.66 | 41.44 |