Out-of-Distribution Detection on ImageNet1K-OpenOOD ImageNet-O
29.8FPR95X-Mahalanobis
Evaluation results
| Method | Links | ||
|---|---|---|---|
| X-MahalanobisBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Fine-tuning2026.06 | 29.8 | 93.76 | |
| CoOD*Base Model=Standard2026.04 | 52.6 | 82.9 | |
| CoOp + CoODBase Model=CoOp2026.04 | 52.6 | 81.5 | |
| CoODBase Model=Standard2026.04 | 53.5 | 83.4 | |
| CoOp + CoOD*Base Model=CoOp2026.04 | 53.9 | 83 | |
| CoOD-FBase Model=Standard2026.04 | 54.2 | 82.2 | |
| MM++Backbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc, K=22026.06 | 54.45 | 88.76 | |
| ID-Like + CoODBase Model=ID-Like2026.04 | 55.2 | 82.6 | |
| ReActBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 56.95 | 79.2 | |
| ID-Like + CoOD-FBase Model=ID-Like2026.04 | 57.7 | 81.4 | |
| ID-Like + CoOD*Base Model=ID-Like2026.04 | 58 | 81.6 | |
| EnergyBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 60 | 75.97 | |
| CoOp + CoOD-FBase Model=CoOp2026.04 | 62.3 | 80.7 | |
| Relative Mahalanobis++Backbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc, Normalization=l2-normalized variant2026.06 | 63.65 | 86.45 | |
| Mahalanobis++Backbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 63.7 | 86.42 | |
| KNNBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 67.9 | 84.98 | |
| Relative MahalanobisBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 70.4 | 84.42 | |
| GapBase Model=Standard2026.04 | 72 | 81.4 | |
| GLBase Model=Standard2026.04 | 72.4 | 79.5 | |
| CoOp + GapBase Model=CoOp2026.04 | 72.7 | 81.1 | |
| MLS + TAGBase Model=Standard2026.04 | 74.5 | 79.5 | |
| ODINBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 75.1 | 65.42 | |
| MSPBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 75.3 | 73.63 | |
| CoOpBase Model=CoOp2026.04 | 75.4 | 79.8 | |
| MahalanobisBackbone=ViT-B/16, Pre-training=ImageNet-21K, Evaluation Protocol=Post-hoc2026.06 | 75.7 | 83.65 | |
| MCMBase Model=Standard2026.04 | 75.9 | 79.5 | |
| MLSBase Model=Standard2026.04 | 77.2 | 77.8 | |
| MCM + TAGBase Model=Standard2026.04 | 77.6 | 79.9 | |
| ID-Like + GapBase Model=ID-Like2026.04 | 78.1 | 75.3 | |
| EBO + TAGBase Model=Standard2026.04 | 79.7 | 77.1 | |
| EBOBase Model=Standard2026.04 | 81.6 | 75.6 | |
| ID-LikeBase Model=ID-Like2026.04 | 82.5 | 68.4 |