Out-of-Distribution Detection on CIFAR-10 Long-Tailed (test)
89.2AUROCHPM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HPMModel=COCL, Auxiliary Outlier Exposure=with2026.05 | 89.2 | 41.93 | 80.08 | 2.84 | |
| HPMModel=PASCL, Auxiliary Outlier Exposure=without2026.05 | 88.89 | 40.29 | 85.78 | 2.4 | |
| HPMModel=DARL, Auxiliary Outlier Exposure=without2026.05 | 88.72 | 38.15 | 87.71 | 2.48 | |
| HPMModel=PATT, Auxiliary Outlier Exposure=without2026.05 | 86.78 | 41.05 | 83.01 | 1.97 | |
| MSPModel=PATT, Auxiliary Outlier Exposure=with2026.05 | 86.25 | 46.39 | 79.86 | 1.96 | |
| HPMModel=PC-ERM, Auxiliary Outlier Exposure=without2026.05 | 85.67 | 46.38 | 84.09 | 3.05 | |
| HPMModel=PATT, Auxiliary Outlier Exposure=with2026.05 | 85.2 | 44.28 | 79.86 | 1.96 | |
| HC-MDModel=PATT, Auxiliary Outlier Exposure=with2026.05 | 82.76 | 47.57 | 79.86 | 1.96 | |
| EnergyModel=PATT, Auxiliary Outlier Exposure=with2026.05 | 81.78 | 51.29 | 79.86 | 1.96 | |
| HPMModel=AdaptOD, Auxiliary Outlier Exposure=without2026.05 | 79.36 | 59.54 | 66.58 | 2.87 | |
| HPMModel=AdaptOD, Auxiliary Outlier Exposure=with2026.05 | 77.75 | 62.88 | 57.57 | 2.84 | |
| HPMModel=COCL, Auxiliary Outlier Exposure=without2026.05 | 70.58 | 67.03 | 76.81 | 2.79 | |
| HPMModel=EAT, Auxiliary Outlier Exposure=with2026.05 | 70.22 | 71.57 | 79.5 | 1.83 | |
| HPMModel=EAT, Auxiliary Outlier Exposure=without2026.05 | 65.58 | 78.49 | 73.4 | 1.77 | |
| RP-MDModel=PATT, Auxiliary Outlier Exposure=with2026.05 | 56.8 | 76.8 | 79.86 | 1.96 | |
| MahalanobisModel=PATT, Auxiliary Outlier Exposure=with2026.05 | 46.61 | 87.99 | 79.86 | 1.96 |