Out-of-Distribution Detection on ImageNet Far-OOD
98.5AUROCTTL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TTLExtra Resources=No2026.04 | 98.5 | 7.89 | |
| AdaNegExtra Resources=Yes2026.04 | 98.05 | 9.79 | |
| NeglabelExtra Resources=Yes2026.04 | 97.87 | 9.36 | |
| SCALEArchitecture=ResNet2026.03 | 96.53 | 16.53 | |
| SCALEEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 96.53 | — | |
| CMAEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 96.47 | 15.29 | |
| AdaNegEvaluation Protocol=Training-free & test-time adaptation methods2026.03 | 96.43 | 17.31 | |
| TANLEvaluation Protocol=Training-free & test-time adaptation methods2026.03 | 96.43 | 17.21 | |
| MCMExtra Resources=No2026.04 | 96.13 | 17.97 | |
| OODDExtra Resources=No2026.04 | 96.13 | 14.82 | |
| AugMix + ASHEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 96.05 | — | |
| AdaNDExtra Resources=No2026.04 | 96 | 14.85 | |
| ASHArchitecture=ResNet2026.03 | 95.74 | 19.49 | |
| AggBBAS-EDArchitecture=ResNet2026.03 | 95.13 | 22.68 | |
| AggBBAS-ECArchitecture=ResNet2026.03 | 95.11 | 22.39 | |
| AggBBAS-EDArchitecture=ResNet2026.03 | 95.07 | 21.97 | |
| NegLabelEvaluation Protocol=Training-free & non-adaptive methods2026.03 | 94.85 | 23.73 | |
| AggBBAS-ECArchitecture=ResNet2026.03 | 94.83 | 22.5 | |
| LAPTEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 94.26 | 24.86 | |
| LogitNorm+SPCPEvaluation Protocol=Training-time regularization methods, Backbone=ResNet-182026.03 | 94.11 | 21.95 | |
| SCALEEvaluation Protocol=Post-hoc methods (vanilla training with cross-entropy), Backbone=ResNet-182026.03 | 93.98 | 26.46 | |
| SCALEArchitecture=ResNet2026.03 | 93.98 | — | |
| ASHEvaluation Protocol=Post-hoc methods (vanilla training with cross-entropy), Backbone=ResNet-182026.03 | 93.9 | 27.29 | |
| ASHArchitecture=ResNet2026.03 | 93.9 | 27.29 | |
| AugMix + ReActEvaluation Protocol=Methods requiring training (or fine-tuning)2026.03 | 93.7 | — | |
| T2FNormEvaluation Protocol=Training-time regularization methods, Backbone=ResNet-182026.03 | 93.55 | 25.37 | |
| KNNArchitecture=ResNet2026.03 | 93.16 | 27.27 | |
| LogitNormEvaluation Protocol=Training-time regularization methods, Backbone=ResNet-182026.03 | 93.04 | 26.11 | |
| VIMArchitecture=ResNet2026.03 | 92.68 | 24.67 | |
| ReActEvaluation Protocol=Post-hoc methods (vanilla training with cross-entropy), Backbone=ResNet-182026.03 | 92.31 | 28.5 | |
| SNNEvaluation Protocol=Training-time regularization methods, Backbone=ResNet-182026.03 | 92.28 | 28.04 | |
| BBAS-ECArchitecture=ResNet2026.03 | 91.83 | 34.81 | |
| ODINArchitecture=ResNet2026.03 | 91.71 | 34.23 | |
| UMAPEvaluation Protocol=Training-time regularization methods, Backbone=ResNet-182026.03 | 91.62 | 32.47 | |
| BBAS-ECArchitecture=ResNet2026.03 | 91.52 | 33.01 | |
| SPCPEvaluation Protocol=Training-time regularization methods, Backbone=ResNet-182026.03 | 91.46 | 30.43 | |
| GENArchitecture=ResNet2026.03 | 91.36 | 32.1 | |
| BBAS-EDArchitecture=ResNet2026.03 | 91.35 | 33.68 | |
| VIMArchitecture=ResNet2026.03 | 91.26 | 27.2 | |
| BBAS-EDArchitecture=ResNet2026.03 | 91.2 | 36.77 | |
| SHEArchitecture=ResNet2026.03 | 90.92 | 41.45 | |
| EnergyEvaluation Protocol=Post-hoc methods (vanilla training with cross-entropy), Backbone=ResNet-182026.03 | 90.86 | 34.86 | |
| DICEEvaluation Protocol=Post-hoc methods (vanilla training with cross-entropy), Backbone=ResNet-182026.03 | 90.8 | 36.51 | |
| CIDEREvaluation Protocol=Training-time regularization methods, Backbone=ResNet-182026.03 | 90.66 | 30.17 | |
| KNNArchitecture=ResNet2026.03 | 90.18 | 34.13 | |
| MSPEvaluation Protocol=Post-hoc methods (vanilla training with cross-entropy), Backbone=ResNet-182026.03 | 90.13 | 35.43 | |
| MSPArchitecture=ResNet2026.03 | 90.13 | 35.43 | |
| SHEArchitecture=ResNet2026.03 | 89.81 | 42.17 | |
| GENArchitecture=ResNet2026.03 | 89.76 | 35.61 | |
| ODINArchitecture=ResNet2026.03 | 89.47 | 43.96 | |
| RMDSArchitecture=ResNet2026.03 | 88.06 | 32.45 | |
| RMDSArchitecture=ResNet2026.03 | 86.38 | 40.91 | |
| MSPArchitecture=ResNet2026.03 | 85.23 | 51.45 | |
| MCMEvaluation Protocol=Training-free & non-adaptive methods2026.03 | 84.77 | 68.54 | |
| MDSArchitecture=ResNet2026.03 | 74.72 | 61.66 | |
| MDSArchitecture=ResNet2026.03 | 74.25 | 62.92 | |
| MDSEnsArchitecture=ResNet2026.03 | 74.25 | 82.77 | |
| MDSEnsArchitecture=ResNet2026.03 | 69.27 | 80.96 |