OOD Detection on ImageNet Far-OOD
48.58FPRdiverseMix
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| diverseMixBackbone=ResNet2024.11 | 48.58 | 91.35 | 92.38 | |
| diverseMixBackbone=ResNet2024.11 | 48.58 | 91.35 | 92.38 | |
| MixOEBackbone=ResNet2024.11 | 50.51 | 90.62 | 92.31 | |
| MixOEBackbone=ResNet2024.11 | 50.51 | 90.62 | 92.31 | |
| ODINBackbone=ResNet2024.11 | 50.9 | 89.9 | 92.5 | |
| ODINBackbone=ResNet2024.11 | 50.9 | 89.9 | 92.5 | |
| Max LogitsBackbone=ResNet2024.11 | 52.49 | 89.6 | 92.13 | |
| Max LogitsBackbone=ResNet2024.11 | 52.49 | 89.6 | 92.13 | |
| EnergyBackbone=ResNet2024.11 | 53.87 | 89.3 | 91.59 | |
| EnergyBackbone=ResNet2024.11 | 53.87 | 89.3 | 91.59 | |
| MSPBackbone=ResNet2024.11 | 54.51 | 88.81 | 91.86 | |
| MSPBackbone=ResNet2024.11 | 54.51 | 88.81 | 91.86 | |
| OEBackbone=ResNet2024.11 | 54.95 | 90.51 | 91.2 | |
| OEBackbone=ResNet2024.11 | 54.95 | 90.51 | 91.2 | |
| Energy (w. Daux)Backbone=ResNet2024.11 | 58.07 | 89.73 | 89.67 | |
| Energy (w. Daux)Backbone=ResNet2024.11 | 58.07 | 89.73 | 89.67 | |
| DPNBackbone=ResNet2024.11 | 61.31 | 89.85 | 90.16 | |
| DPNBackbone=ResNet2024.11 | 61.31 | 89.85 | 90.16 |