Out-of-domain OOD detection on 8 single-domain benchmarks average
1.09FPR@95MDS Teacher Only
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MDS Teacher OnlyBackbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 1.09 | 99.63 | |
| MDS Teacher OnlyBackbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 1.09 | 99.63 | |
| MDS Teacher OnlyBackbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 1.09 | 99.63 | |
| MDS Teacher OnlyBackbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 1.09 | 99.63 | |
| Mahalanobis (MDS)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 13.94 | 95.57 | |
| Virtual-Logit (ViM)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 15.65 | 95.32 | |
| Mahalanobis (MDS)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 21.46 | 91.99 | |
| Virtual-Logit (ViM)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 22.21 | 91.9 | |
| Mahalanobis (MDS)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 22.3 | 91.36 | |
| Virtual-Logit (ViM)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 22.6 | 91.67 | |
| Nearest Neigh. (kNN)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 22.71 | 92.41 | |
| Mahalanobis (MDS)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 25.55 | 91.21 | |
| Virtual-Logit (ViM)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 26.43 | 90.81 | |
| Neural Collapse (NCI)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 28.14 | 89.95 | |
| Nearest Neigh. (kNN)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 29.99 | 88.32 | |
| Nearest Neigh. (kNN)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 31.87 | 87.68 | |
| Mahalanobis (MDS)Backbone=SupCon, Teacher-Guided Training (TG)=false2026.03 | 32.02 | 85.85 | |
| Nearest Neigh. (kNN)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 34.98 | 87.44 | |
| ReActBackbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 37.59 | 87.06 | |
| ReActBackbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 37.98 | 84.42 | |
| SCALEBackbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 38.52 | 84.19 | |
| Energy-Based (EBO)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 38.92 | 83.68 | |
| Neural Collapse (NCI)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 41.41 | 82.87 | |
| Energy-Based (EBO)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 41.73 | 85.43 | |
| SCALEBackbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 41.85 | 85.74 | |
| MaxSoftmax (MSP)Backbone=ResNet50, Teacher-Guided Training (TG)=true2026.03 | 42.18 | 84.32 | |
| Neural Collapse (NCI)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 43.42 | 82.47 | |
| Nearest Neigh. (kNN)Backbone=SupCon, Teacher-Guided Training (TG)=false2026.03 | 44.39 | 82.66 | |
| MaxSoftmax (MSP)Backbone=DinoV2, Teacher-Guided Training (TG)=true2026.03 | 44.41 | 80.48 | |
| Neural Collapse (NCI)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 44.77 | 83.67 | |
| ReActBackbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 45.76 | 80.89 | |
| Energy-Based (EBO)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 47.73 | 79.77 | |
| SCALEBackbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 49.73 | 79.21 | |
| MaxSoftmax (MSP)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 51.31 | 80.99 | |
| ReActBackbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 51.92 | 80.78 | |
| MaxSoftmax (MSP)Backbone=DinoV2, Teacher-Guided Training (TG)=false2026.03 | 52.47 | 76.54 | |
| Energy-Based (EBO)Backbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 52.69 | 81.74 | |
| SCALEBackbone=ResNet50, Teacher-Guided Training (TG)=false2026.03 | 55.47 | 81.53 |