Out-of-Distribution Detection on CIFAR10 vs LSUN
1.5FPRZODE-KNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ZODE-KNN2022.12 | 1.5 | 99.61 | |
| KNN+2022.12 | 1.78 | 99.48 | |
| ResNet18*Backbone=ResNet18*2022.12 | 1.78 | 99.48 | |
| ZODE-Energy2022.12 | 3.12 | 99.29 | |
| GODIN2022.12 | 4.9 | 99.07 | |
| CSI2022.12 | 5.88 | 98.86 | |
| SSD+2022.12 | 6.09 | 98.48 | |
| ZODE-Mahalanobis2022.12 | 6.28 | 98.48 | |
| ResNet101Backbone=ResNet1012022.12 | 6.65 | 98.9 | |
| ResNet50Backbone=ResNet502022.12 | 7.1 | 98.83 | |
| ResNet152Backbone=ResNet1522022.12 | 7.22 | 98.88 | |
| ODIN2022.12 | 7.26 | 98.53 | |
| DenseNetBackbone=DenseNet2022.12 | 7.9 | 98.6 | |
| Energy2022.12 | 10.19 | 98.05 | |
| ResNet34Backbone=ResNet342022.12 | 10.22 | 98.39 | |
| ZODE-MSP2022.12 | 15.11 | 97.62 | |
| ResNet18Backbone=ResNet182022.12 | 18.5 | 96.84 | |
| KNN2022.12 | 25.29 | 95.96 | |
| MSP2022.12 | 45.21 | 93.8 | |
| Mahalanobis2022.12 | 67.73 | 73.61 |