Out-of-Distribution Detection on CIFAR-100 (ID) vs Places365 (OOD)
12.22FPR@95DynProto
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DynProtoBackbone=CLIP-B/16, External Text=False2026.04 | 12.22 | 93.9 | |
| Deep Abstaining ClassifierBackbone=Wide ResNet 40x22021.05 | 23.37 | 93.98 | |
| MedixBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 24.52 | 93.42 | |
| Deep Abstaining ClassifierBackbone=ResNet 342021.05 | 30.54 | 92.69 | |
| FABackbone=CLIP-B/16, External Text=False2026.04 | 48.85 | 88.68 | |
| Outlier ExposureBackbone=Wide ResNet 40x22021.05 | 49.8 | 86.5 | |
| OpenMaxBackbone=ResNet 342021.05 | 50.71 | 81.13 | |
| RMDSBackbone=ResNet182024.05 | 53.57 | 83.4 | |
| DynProtoBackbone=DenseNet-101, External Text=False2026.04 | 53.83 | 87.38 | |
| WeiPer+ReActBackbone=ResNet182024.05 | 55.74 | 80.49 | |
| AdaNDBackbone=CLIP-B/16, External Text=False2026.04 | 65.96 | 71.98 | |
| ProxyAnchorBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 70.1 | 79.84 | |
| ASHBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 72.62 | 76.38 | |
| NACBackbone=ResNet182024.05 | 73.57 | 73.05 | |
| DICEBackbone=DenseNet-101, External Text=False2026.04 | 73.89 | 81.18 | |
| DRLBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 76.64 | 77.55 | |
| VOSBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 76.85 | 78.63 | |
| ASH-SBackbone=DenseNet-101, External Text=False2026.04 | 76.96 | 79.22 | |
| SSD+Backbone=ResNet-34, Performance averaged over five runs=true2025.10 | 77.74 | 79.9 | |
| CADRefBackbone=DenseNet-101, External Text=False2026.04 | 78.3 | 75.91 | |
| CSIBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 79.08 | 76.27 | |
| CIDERBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 79.63 | 73.43 | |
| EnergyBackbone=DenseNet-101, External Text=False2026.04 | 79.95 | 76.21 | |
| KNN+Backbone=ResNet-34, Performance averaged over five runs=true2025.10 | 80.74 | 77.58 | |
| CONJBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 80.81 | 75.83 | |
| OptFSBackbone=DenseNet-101, External Text=False2026.04 | 80.96 | 74.37 | |
| EnergyBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 81.41 | 76.37 | |
| KNNBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 82.08 | 75.44 | |
| ODINBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 82.16 | 75.19 | |
| ReActBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 83.55 | 73.1 | |
| VIMBackbone=DenseNet-101, External Text=False2026.04 | 83.89 | 75.61 | |
| MSPBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 84.38 | 74.21 | |
| MahalanobisBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 84.63 | 73.89 | |
| NegRefineBackbone=CLIP-B/16, External Text=True2026.04 | 84.89 | 64.18 | |
| MSPBackbone=DenseNet-101, External Text=False2026.04 | 85.28 | 70.84 | |
| VimBackbone=ResNet-34, Performance averaged over five runs=true2025.10 | 85.34 | 69.34 | |
| LoCoOpBackbone=CLIP-B/16, External Text=False2026.04 | 86.11 | 71.1 | |
| CSPBackbone=CLIP-B/16, External Text=True2026.04 | 88.99 | 67.22 | |
| ReActBackbone=DenseNet-101, External Text=False2026.04 | 89.72 | 59.99 | |
| CoOpBackbone=CLIP-B/16, External Text=False2026.04 | 94.09 | 58.65 | |
| NegLabelBackbone=CLIP-B/16, External Text=True2026.04 | 97.02 | 48.68 | |
| MCMBackbone=CLIP-B/16, External Text=False2026.04 | 99.68 | 52.78 |