Out-of-distribution detection on CIFAR-10 (test) vs Places365
97.99AUROCZODE-KNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ZODE-KNN2022.12 | 97.99 | 9.91 | — | |
| ZODE-Energy2022.12 | 96.95 | 19.52 | — | |
| KNN+2022.12 | 95.36 | 23.02 | — | |
| ResNet18*Backbone=ResNet18*2022.12 | 95.32 | 22.82 | — | |
| SSD+2022.12 | 94.72 | 28.41 | — | |
| ZODE-MSP2022.12 | 94.55 | 43.58 | — | |
| CSI2022.12 | 93.04 | 38.31 | — | |
| ResNet34Backbone=ResNet342022.12 | 92.75 | 36.59 | — | |
| ResNet152Backbone=ResNet1522022.12 | 92.36 | 38.57 | — | |
| COMBOODBackbone=ResNet182026.02 | 92.27 | — | 80.46 | |
| ResNet101Backbone=ResNet1012022.12 | 92.15 | 40.57 | — | |
| KNNk=102023.09 | 91.82 | 43.78 | — | |
| KNNBackbone=ResNet182026.02 | 91.77 | — | 97.24 | |
| ResNet50Backbone=ResNet502022.12 | 91.61 | 41.35 | — | |
| Energy2022.12 | 91.02 | 42.77 | — | |
| NNGuidealpha=10%, k=102023.09 | 90.39 | 40.62 | — | |
| ResNet18Backbone=ResNet182022.12 | 90.02 | 47.95 | — | |
| Vanilla HNNsScore=Energy score2021.07 | 89.61 | 45.17 | 97.2 | |
| Energy2023.09 | 89.6 | 41.88 | — | |
| KNN2022.12 | 89.14 | 50.9 | — | |
| DenseNetBackbone=DenseNet2022.12 | 88.92 | 50.14 | — | |
| MSP2022.12 | 88.64 | 62.46 | — | |
| Clipped HNNsScore=Energy score2021.07 | 88.5 | 43.34 | 96.76 | |
| Vanilla HNNScoring function=softmax score2021.07 | 87.56 | 51.09 | 96.76 | |
| GODIN2022.12 | 87.31 | 62.63 | — | |
| Clipped HNNScoring function=softmax score2021.07 | 86.82 | 54.77 | 96.17 | |
| ODIN2022.12 | 86.57 | 63.04 | — | |
| Reg. MahalanobisBackbone=ResNet182026.02 | 86.13 | — | 60.1 | |
| ZODE-Mahalanobis2022.12 | 85.93 | 72.25 | — | |
| ODINBackbone=ResNet182026.02 | 82.55 | — | 50.27 | |
| Mahalanobis2022.12 | 69.56 | 83.5 | — | |
| GramBackbone=ResNet182026.02 | 64.4 | — | 31.81 | |
| MDSBackbone=ResNet182026.02 | 55.44 | — | 24.06 | |
| ENNScoring function=softmax score2021.07 | 44.82 | 96.1 | 80.67 | |
| ENNsScore=Energy score2021.07 | 43.96 | 97.57 | 80.36 |