Out-of-distribution detection on CIFAR-100 (ID) vs LSUN-C (OOD)
99.84AUROC (%)Medix
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MedixBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 99.84 | — | 0.73 | |
| DynProtoBackbone=CLIP-B/16, External Text=False2026.04 | 99.34 | — | 1.76 | |
| AdaNDBackbone=CLIP-B/16, External Text=False2026.04 | 98.35 | — | 5.63 | |
| DynProtoBackbone=DenseNet-101, External Text=False2026.04 | 97.56 | — | 14.44 | |
| GCOS OOD + L_uncertaintyOutlier Synthesis=GCOS, Loss=L_uncertainty2026.03 | 97.1 | 99.94 | 17 | |
| Gaussian OOD + L_uncertaintyOutlier Synthesis=Gaussian, Loss=L_uncertainty2026.03 | 96.54 | 99.92 | 21.5 | |
| CIDERBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 96.33 | — | 16.16 | |
| CADRefBackbone=DenseNet-101, External Text=False2026.04 | 94.7 | — | 27.22 | |
| DRLBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 94.63 | — | 16.97 | |
| ASH-SBackbone=DenseNet-101, External Text=False2026.04 | 94.14 | — | 29.98 | |
| DICEBackbone=DenseNet-101, External Text=False2026.04 | 92.98 | — | 36.4 | |
| VIMBackbone=DenseNet-101, External Text=False2026.04 | 92.76 | — | 40.06 | |
| LoCoOpBackbone=CLIP-B/16, External Text=False2026.04 | 92.49 | — | 38.3 | |
| ProxyAnchorBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 91.68 | — | 37.19 | |
| GCOS OOD + L_regOutlier Synthesis=GCOS, Loss=L_reg2026.03 | 91.63 | 99.79 | 38 | |
| FABackbone=CLIP-B/16, External Text=False2026.04 | 90.8 | — | 44.07 | |
| NegRefineBackbone=CLIP-B/16, External Text=True2026.04 | 90.64 | — | 52.57 | |
| OptFSBackbone=DenseNet-101, External Text=False2026.04 | 90.01 | — | 47.98 | |
| CoOpBackbone=CLIP-B/16, External Text=False2026.04 | 89.48 | — | 45.04 | |
| KNN+Backbone=ResNet-34, Performance averaged over five runs=true2025.10 | 89.3 | — | 48.99 | |
| EnergyBackbone=DenseNet-101, External Text=False2026.04 | 88.11 | — | 58.19 | |
| MCMBackbone=CLIP-B/16, External Text=False2026.04 | 87.49 | — | 71.47 | |
| NegLabelBackbone=CLIP-B/16, External Text=True2026.04 | 87.18 | — | 70.43 | |
| EnergyBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 86.69 | — | 59.77 | |
| CSPBackbone=CLIP-B/16, External Text=True2026.04 | 85.97 | — | 78.82 | |
| CONJBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 85.9 | — | 60.45 | |
| KNNBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 85.61 | — | 60.85 | |
| SSD+Backbone=ResNet-34, Performance averaged over five runs=true2025.10 | 85.18 | — | 79.39 | |
| VOSBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 84.69 | — | 73.61 | |
| CSIBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 83.78 | — | 75.58 | |
| ReActBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 80.31 | — | 64.02 | |
| ODINBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 80.1 | — | 76.36 | |
| MahalanobisBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 79.43 | — | 84.15 | |
| ReActBackbone=DenseNet-101, External Text=False2026.04 | 78.84 | — | 77.21 | |
| MSPBackbone=DenseNet-101, External Text=False2026.04 | 78.63 | — | 76.44 | |
| ASHBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 76.52 | — | 75.18 | |
| MSPBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 75.28 | — | 83.47 | |
| VimBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 69.74 | — | 86.96 |