Out-of-Distribution Detection on CIFAR-100 vs iSUN
99.75AUROCDynProto
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DynProtoBackbone=DenseNet-101, External Text=False2026.04 | 99.75 | — | — | 0.99 | |
| OursModel Architecture=DenseNet2019.12 | 99 | 95.9 | 95.6 | — | |
| OursModel Architecture=ResNet2019.12 | 98.8 | 94.8 | 95.6 | — | |
| DynProtoBackbone=CLIP-B/16, External Text=False2026.04 | 98.71 | — | — | 4.73 | |
| MahalanobisModel Architecture=ResNet2019.12 | 97.9 | 89.9 | 93.1 | — | |
| MahalanobisModel Architecture=DenseNet2019.12 | 97.4 | 87 | 92.4 | — | |
| AdaNDBackbone=CLIP-B/16, External Text=False2026.04 | 95.68 | — | — | 18.77 | |
| VIMBackbone=DenseNet-101, External Text=False2026.04 | 95.63 | — | — | 23.22 | |
| CADRefBackbone=DenseNet-101, External Text=False2026.04 | 91.59 | — | — | 42.1 | |
| ASH-SBackbone=DenseNet-101, External Text=False2026.04 | 90.93 | — | — | 48.15 | |
| CSPBackbone=CLIP-B/16, External Text=True2026.04 | 89.57 | — | — | 66.39 | |
| DICEBackbone=DenseNet-101, External Text=False2026.04 | 88.5 | — | — | 52.49 | |
| NegLabelBackbone=CLIP-B/16, External Text=True2026.04 | 88.08 | — | — | 67.84 | |
| LoCoOpBackbone=CLIP-B/16, External Text=False2026.04 | 86.77 | — | — | 61.65 | |
| FABackbone=CLIP-B/16, External Text=False2026.04 | 86.25 | — | — | 60.6 | |
| DICEArchitecture=ResNetV2-50 (BiT-M), Labels=false2025.05 | 85.75 | — | — | 55.54 | |
| ODINModel Architecture=ResNet2019.12 | 85.5 | 45.2 | 78.5 | — | |
| NegRefineBackbone=CLIP-B/16, External Text=True2026.04 | 84.97 | — | — | 74.73 | |
| ODINModel Architecture=DenseNet2019.12 | 84.5 | 37.4 | 76.4 | — | |
| OptFSBackbone=DenseNet-101, External Text=False2026.04 | 84.39 | — | — | 70.56 | |
| GradPCAArchitecture=ResNet-34 (TIMM), Labels=true2025.05 | 84.25 | — | — | 73.97 | |
| ReActBackbone=DenseNet-101, External Text=False2026.04 | 82.86 | — | — | 74.78 | |
| MCMBackbone=CLIP-B/16, External Text=False2026.04 | 81.93 | — | — | 80.9 | |
| CoOpBackbone=CLIP-B/16, External Text=False2026.04 | 80.61 | — | — | 70.37 | |
| EnergyBackbone=DenseNet-101, External Text=False2026.04 | 76.79 | — | — | 78.61 | |
| BaselineModel Architecture=ResNet2019.12 | 75.8 | 16.9 | 70.1 | — | |
| BaselineModel Architecture=DenseNet2019.12 | 69.5 | 14.9 | 63.8 | — | |
| MSPBackbone=DenseNet-101, External Text=False2026.04 | 68.49 | — | — | 88 |