OOD Detection on ImageNet Near-OOD
86.92AUROCMahaVar
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MahaVarBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 86.92 | — | — | 59.03 | |
| OEBackbone=ResNet2024.11 | 86.86 | 59.12 | 92.69 | — | |
| diverseMixBackbone=ResNet2024.11 | 86.36 | 59.81 | 91.76 | — | |
| Energy (w. Daux)Backbone=ResNet2024.11 | 85.95 | 60.67 | 91.75 | — | |
| Mahalanobis++Backbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 85.56 | — | — | 61.95 | |
| DPNBackbone=ResNet2024.11 | 84.94 | 63.39 | 91.46 | — | |
| MixOEBackbone=ResNet2024.11 | 83.42 | 68.43 | 88.74 | — | |
| NNGuideBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 83.21 | — | — | 70.79 | |
| MSPBackbone=ResNet2024.11 | 82.75 | 70.35 | 88.58 | — | |
| ViMBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 82.56 | — | — | 69.67 | |
| Max LogitsBackbone=ResNet2024.11 | 82.25 | 69.45 | 88.69 | — | |
| ODINBackbone=ResNet2024.11 | 82.2 | 69.06 | 88.75 | — | |
| GENBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 82.04 | — | — | 71.07 | |
| NCI+filterBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 81.89 | — | — | 71.74 | |
| EnergyBackbone=ResNet2024.11 | 81.88 | 70.35 | 88.56 | — | |
| fDBDBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 81.51 | — | — | 73.82 | |
| KNNBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 81.03 | — | — | 75.8 | |
| NCIBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 80.79 | — | — | 74.83 | |
| KL-matchingBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 80.59 | — | — | 71.49 | |
| ReActBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 79.14 | — | — | 74.73 | |
| MSPBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 78.83 | — | — | 73.64 | |
| MahalanobisBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 77.99 | — | — | 73.77 | |
| MaxLogitBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 74.89 | — | — | 74.46 | |
| EnergyBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 70.01 | — | — | 78.61 | |
| SCALEBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 69.71 | — | — | 77.14 | |
| ASH-SBackbone architectures=Average of ResNet-50, Swin-B, and ViT-B2026.05 | 44.57 | — | — | 87.33 |