OOD Detection on All Datasets Summary In-Domain OOD
59.07FPR@95Virtual-Logit (ViM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Virtual-Logit (ViM)Backbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 59.07 | 76.61 | |
| Mahalanobis (MDS)Backbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 59.07 | 77.57 | |
| MahalanobisBackbone=CE Resnet2025.12 | 59.9 | 78.4 | |
| DF + MahalanobisBackbone=CE Resnet2025.12 | 60 | 78.6 | |
| Virtual-Logit (ViM)Backbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 60.68 | 78.03 | |
| KNNBackbone=SC Resnet2025.12 | 61.5 | 78 | |
| MSPBackbone=CE Resnet2025.12 | 61.8 | 78.3 | |
| KNNBackbone=CE DinoV22025.12 | 61.9 | 75.8 | |
| DF + MahalanobisBackbone=CE DinoV22025.12 | 62.1 | 76.1 | |
| MahalanobisBackbone=SC Resnet2025.12 | 62.3 | 78.9 | |
| DF + MahalanobisBackbone=SC Resnet2025.12 | 62.4 | 78.1 | |
| MahalanobisBackbone=CE DinoV22025.12 | 62.5 | 75.9 | |
| DF + KNNBackbone=SC Resnet2025.12 | 63.8 | 76.2 | |
| Virtual-Logit (ViM)Backbone=DinoV2, Training=Base2026.03 | 64.1 | 75.26 | |
| Mahalanobis (MDS)Backbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 64.17 | 73.97 | |
| ReActBackbone=CE DinoV22025.12 | 64.2 | 75.9 | |
| DF + KNNBackbone=CE Resnet2025.12 | 64.3 | 75.8 | |
| DF + ReActBackbone=CE DinoV22025.12 | 64.3 | 75.7 | |
| KNNBackbone=CE Resnet2025.12 | 64.4 | 76.1 | |
| Nearest Neigh. (kNN)Backbone=ResNet50, Training=SupCon2026.03 | 64.68 | 72.68 | |
| EnergyBackbone=CE DinoV22025.12 | 65 | 75.3 | |
| DF + KNNBackbone=CE DinoV22025.12 | 65.2 | 73.9 | |
| Energy-Based (EBO)Backbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 65.29 | 75.79 | |
| EnergyBackbone=CE Resnet2025.12 | 65.3 | 78 | |
| MSPBackbone=CE DinoV22025.12 | 65.4 | 75.1 | |
| ReActBackbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 65.58 | 75.79 | |
| Nearest Neigh. (kNN)Backbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 65.99 | 72.32 | |
| MaxSoftmax (MSP)Backbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 66.2 | 74.06 | |
| NCIBackbone=CE DinoV22025.12 | 66.7 | 74.1 | |
| MaxSoftmax (MSP)Backbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 66.72 | 76.62 | |
| Nearest Neigh. (kNN)Backbone=DinoV2, Training=Base2026.03 | 66.94 | 72.64 | |
| Energy-Based (EBO)Backbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 67.48 | 76.98 | |
| Mahalanobis (MDS)Backbone=DinoV2, Training=Base2026.03 | 68.3 | 72.69 | |
| Nearest Neigh. (kNN)Backbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 68.39 | 72.93 | |
| Neural Collapse (NCI)Backbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 68.41 | 72.83 | |
| SCALEBackbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 69.04 | 74.83 | |
| SCALEBackbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 69.51 | 76.76 | |
| Mahalanobis (MDS)Backbone=ResNet50, Training=Base2026.03 | 70.12 | 72.35 | |
| Virtual-Logit (ViM)Backbone=ResNet50, Training=Base2026.03 | 70.12 | 73.7 | |
| Nearest Neigh. (kNN)Backbone=ResNet50, Training=Base2026.03 | 70.28 | 72.18 | |
| Energy-Based (EBO)Backbone=DinoV2, Training=Base2026.03 | 70.66 | 72.56 | |
| SCALEBackbone=DinoV2, Training=Base2026.03 | 71.25 | 72.81 | |
| Neural Collapse (NCI)Backbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 71.26 | 74.84 | |
| ReActBackbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 71.46 | 74.45 | |
| ReActBackbone=CE Resnet2025.12 | 71.9 | 74.4 | |
| DF + ReActBackbone=CE Resnet2025.12 | 72.3 | 73.8 | |
| ReActBackbone=DinoV2, Training=Base2026.03 | 72.41 | 72.65 | |
| ReActBackbone=ResNet50, Training=Base2026.03 | 72.99 | 71.84 | |
| MaxSoftmax (MSP)Backbone=DinoV2, Training=Base2026.03 | 73 | 71.42 | |
| MaxSoftmax (MSP)Backbone=ResNet50, Training=Base2026.03 | 73.01 | 73.02 | |
| Neural Collapse (NCI)Backbone=DinoV2, Training=Base2026.03 | 73.38 | 70.47 | |
| Energy-Based (EBO)Backbone=ResNet50, Training=Base2026.03 | 73.92 | 72.88 | |
| NCIBackbone=CE Resnet2025.12 | 74.5 | 73.3 | |
| SCALEBackbone=ResNet50, Training=Base2026.03 | 74.71 | 72.7 | |
| Neural Collapse (NCI)Backbone=ResNet50, Training=Base2026.03 | 76.48 | 70.44 | |
| PT KNNBackbone=CE DinoV22025.12 | 79.7 | 65.1 | |
| PT KNNBackbone=CE Resnet2025.12 | 79.7 | 65.1 | |
| PT KNNBackbone=SC Resnet2025.12 | 79.7 | 65.1 | |
| Mahalanobis (MDS)Backbone=ResNet50, Training=SupCon2026.03 | 80.76 | 60.15 | |
| MDS Teacher OnlyBackbone=DinoV2, Training=Base2026.03 | 81.21 | 62.31 | |
| MDS Teacher OnlyBackbone=DinoV2, Training=Teacher-Guided Training (TGT)2026.03 | 81.21 | 62.31 | |
| MDS Teacher OnlyBackbone=ResNet50, Training=Base2026.03 | 81.21 | 62.31 | |
| MDS Teacher OnlyBackbone=ResNet50, Training=Teacher-Guided Training (TGT)2026.03 | 81.21 | 62.31 |