Out-of-Distribution Detection on Aggregated OOD benchmark 308 experiments (test)
0.002Latency (s)BinClass
Evaluation results
| Method | Links | |
|---|---|---|
| BinClassBackbone=VGG2022.12 | 0.002 | |
| PbThreshBackbone=VGG2022.12 | 0.002 | |
| ScoreSVMBackbone=VGG2022.12 | 0.002 | |
| EnergyBackbone=VGG2022.12 | 0.003 | |
| Log.SVMBackbone=VGG2022.12 | 0.003 | |
| MC-DropoutBackbone=VGG2022.12 | 0.003 | |
| OutlierExposureBackbone=VGG2022.12 | 0.003 | |
| ReActBackbone=VGG2022.12 | 0.003 | |
| ASH-BBackbone=VGG2022.12 | 0.004 | |
| Log.SVMBackbone=ResNet2022.12 | 0.006 | |
| ScoreSVMBackbone=ResNet2022.12 | 0.006 | |
| BinClassBackbone=ResNet2022.12 | 0.007 | |
| MC-DropoutBackbone=ResNet2022.12 | 0.007 | |
| PbThreshBackbone=ResNet2022.12 | 0.007 | |
| EnergyBackbone=ResNet2022.12 | 0.008 | |
| OutlierExposureBackbone=ResNet2022.12 | 0.008 | |
| ReActBackbone=ResNet2022.12 | 0.008 | |
| NAPBackbone=VGG2022.12 | 0.008 | |
| ASH-BBackbone=ResNet2022.12 | 0.009 | |
| GradNormBackbone=VGG2022.12 | 0.01 | |
| ODINBackbone=VGG2022.12 | 0.01 | |
| DeepEns.Backbone=VGG2022.12 | 0.012 | |
| NAPBackbone=ResNet2022.12 | 0.015 | |
| GradNormBackbone=ResNet2022.12 | 0.027 | |
| ODINBackbone=ResNet2022.12 | 0.028 | |
| OpenMaxBackbone=VGG2022.12 | 0.035 | |
| DeepEns.Backbone=ResNet2022.12 | 0.038 | |
| OpenMaxBackbone=ResNet2022.12 | 0.04 | |
| MahalanobisBackbone=ResNet2022.12 | 0.086 | |
| MahalanobisBackbone=VGG2022.12 | 0.217 | |
| MeanShiftedADBackbone=VGG2022.12 | 0.231 | |
| MeanShiftedADBackbone=ResNet2022.12 | 0.314 |