Out-of-Distribution Detection on ImageNet-1K ID Average OOD
94.3AUROCX-Mahalanobis
Evaluation results
| Method | Links | ||
|---|---|---|---|
| X-MahalanobisBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Fine-tuning2026.06 | 94.3 | 25.51 | |
| MM++Backbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc, K=22026.06 | 92.18 | 35.98 | |
| Relative Mahalanobis++Backbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 89.85 | 47 | |
| Mahalanobis++Backbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 89.82 | 46.94 | |
| KNNBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 88.75 | 48.77 | |
| Relative MahalanobisBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 88.32 | 52.4 | |
| MahalanobisBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 87.32 | 56.45 | |
| ReActBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 84.69 | 45.52 | |
| MSPBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 82.82 | 57.98 | |
| EnergyBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 81.5 | 50.96 | |
| ODINBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 74.24 | 63.57 |