Out-of-Distribution Detection on CIFAR-100 (Comprehensive OOD Targets via AUC/GAUC/AAUC)
94.8AUC (LSUN)ProoD
Evaluation results
| Method | Links | |||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ProoDDelta (Δ)=52021.06 | 94.8 | 77.16 | 28.5 | 28.7 | 86.3 | 22.6 | 22.8 | 99.7 | 23.6 | 23.8 | 87.2 | 22.1 | 22.4 | 99.7 | 12.1 | 87 | 99.1 | 16.8 | 22.6 | 80.5 | 19.5 | 19.7 | 99.7 | 18.6 | 20.1 | |
| OE2021.06 | 94.5 | 77.25 | 0 | 1.3 | 88.2 | 0 | 2.1 | 99.7 | 0 | 1.9 | 88.3 | 0 | 3.1 | 99.3 | 0 | 91.4 | 99 | 0 | 7.5 | 80.2 | 0 | 1.5 | 99.6 | 0 | 1 | |
| Plain2021.06 | 84.5 | 77.38 | 0 | 0.9 | 78.9 | 0 | 3.9 | 75.7 | 0 | 0.6 | 79.4 | 0 | 5.6 | 82.7 | 0 | 53 | 77.5 | 0 | 5.3 | 79.7 | 0 | 1.2 | 75.5 | 0 | 0.7 | |
| ATOM2021.06 | 83.4 | 68.32 | 0 | 66.7 | 92.1 | 0 | 71.3 | 87 | 0 | 62.1 | 91.7 | 0 | 73.7 | 100 | 0 | 100 | 90 | 0 | 66.6 | 90.1 | 0 | 70 | 83.7 | 0 | 58.9 | |
| ProoDVariant=Disc2021.06 | 81.4 | — | 78.8 | 79.3 | 70.1 | 66.7 | 67.1 | 71.7 | 68.2 | 68.5 | 69.3 | 65.6 | 66 | 40.9 | 37 | 37.4 | 53.6 | 50.2 | 50.3 | 59.7 | 56.7 | 56.9 | 58.3 | 54.6 | 54.8 | |
| ACET2021.06 | 81.3 | 73.02 | 0 | 4.3 | 100 | 0 | 77 | 74.8 | 0 | 4.3 | 100 | 0 | 78.2 | 100 | 0 | 99.9 | 91.5 | 0 | 21 | 77 | 0 | 6.8 | 74.5 | 0 | 3 |