OOD Detection on CIFAR-100 vs SVHN (test)
77.7AUPRBootstrap Distill
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Bootstrap DistillMetric=Differential Entropy2024.02 | 77.7 | — | — | — | — | — | — | — | — | |
| PostNetMetric=Differential Entropy2024.02 | 75.4 | — | — | — | — | — | — | — | — | |
| END2Metric=Differential Entropy2024.02 | 75.1 | — | — | — | — | — | — | — | — | |
| END2Metric=Mutual Information2024.02 | 71.1 | — | — | — | — | — | — | — | — | |
| RPriorNetMetric=Mutual Information2024.02 | 70.3 | — | — | — | — | — | — | — | — | |
| PostNetMetric=Mutual Information2024.02 | 69.7 | — | — | — | — | — | — | — | — | |
| RPriorNetMetric=Differential Entropy2024.02 | 69.1 | — | — | — | — | — | — | — | — | |
| Bootstrap DistillMetric=Mutual Information2024.02 | 68.5 | — | — | — | — | — | — | — | — | |
| BMMetric=Mutual Information2024.02 | 67.3 | — | — | — | — | — | — | — | — | |
| BMMetric=Differential Entropy2024.02 | 65 | — | — | — | — | — | — | — | — | |
| Fisher-EDLMetric=Differential Entropy2024.02 | 65 | — | — | — | — | — | — | — | — | |
| Fisher-EDLMetric=Mutual Information2024.02 | 64 | — | — | — | — | — | — | — | — | |
| EDLMetric=Mutual Information2024.02 | 63.9 | — | — | — | — | — | — | — | — | |
| EDLMetric=Differential Entropy2024.02 | 63.1 | — | — | — | — | — | — | — | — | |
| NatPNMetric=Differential Entropy2024.02 | 59.8 | — | — | — | — | — | — | — | — | |
| S2DMetric=Mutual Information2024.02 | 58.5 | — | — | — | — | — | — | — | — | |
| NatPNMetric=Mutual Information2024.02 | 54.3 | — | — | — | — | — | — | — | — | |
| S2DMetric=Differential Entropy2024.02 | 46.4 | — | — | — | — | — | — | — | — | |
| AHGC2024.12 | — | 0.46 | 97.7 | 97.75 | 97.36 | 61.34 | 69.62 | 72.82 | 74.36 | |
| CIDERlayer=penultimate2023.10 | — | 23.09 | — | — | — | — | — | — | — | |
| CIDERrepresentation=hypersphere2023.10 | — | 93.53 | — | — | — | — | — | — | — | |
| CIDER (hypersphere) + Diffusionmodel=Riemannian Diffusion Model2023.10 | — | 28.95 | — | — | — | — | — | — | — | |
| ConjNorm2024.12 | — | 59.32 | 82.17 | 79.32 | 90.44 | 13.05 | 23.85 | 30.92 | 58.4 | |
| EBO2024.12 | — | 78.23 | 83.57 | 75.61 | 90.24 | 9.67 | 17.27 | 33.7 | 57.26 | |
| GSDBackbone=ResNet-18, Variant=alpha-regularized, Scoring Criterion=Norm2021.10 | — | — | 94.46 | — | — | — | — | — | — | |
| GSDBackbone=ResNet-18, Variant=alpha-regularized, Scoring Criterion=Similarity2021.10 | — | — | 85.68 | — | — | — | — | — | — | |
| GSDBackbone=ResNet-18, Variant=alpha-unregularized, Scoring Criterion=Norm2021.10 | — | — | 84.78 | — | — | — | — | — | — | |
| GSDBackbone=ResNet-18, Variant=alpha-unregularized, Scoring Criterion=Similarity2021.10 | — | — | 72.61 | — | — | — | — | — | — | |
| KNN+2023.10 | — | 39.23 | — | — | — | — | — | — | — | |
| MCD2024.12 | — | 85.82 | 76.61 | 65.5 | 85.52 | 3.03 | 8.66 | 23.15 | 45.44 | |
| ODIN2024.12 | — | 90.33 | 75.59 | 65.25 | 84.49 | 4.98 | 12.02 | 23.79 | 46.61 | |
| OE2024.12 | — | 68.87 | 84.23 | 75.11 | 91.41 | 7.33 | 14.07 | 31.53 | 54.62 | |
| Scone2024.12 | — | 58.73 | 90.62 | 83.97 | 92.39 | 12.92 | 20.76 | 28.63 | 60.79 | |
| SSD+2023.10 | — | 31.19 | — | — | — | — | — | — | — | |
| UDG2024.12 | — | 60 | 88.25 | 81.46 | 93.63 | 14.9 | 25.5 | 38.79 | 56.46 | |
| VanillaBackbone=ResNet-18, Scoring Criterion=Norm2021.10 | — | — | 79.38 | — | — | — | — | — | — | |
| VanillaBackbone=ResNet-18, Scoring Criterion=Similarity2021.10 | — | — | 82.26 | — | — | — | — | — | — |