Out-of-Distribution Detection on ImageNet-100-LT
88.26AUROCPASCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PASCLDetector=HPM, Auxiliary Outlier Exposure=False2026.05 | 88.26 | 37.88 | 66.3 | 1.04 | |
| COCLDetector=HPM, Auxiliary Outlier Exposure=True2026.05 | 81.45 | 59.35 | 42.45 | 1.96 | |
| PATTDetector=HPM, Auxiliary Outlier Exposure=True2026.05 | 81.04 | 54.33 | 59.7 | 0.97 | |
| EATDetector=HPM, Auxiliary Outlier Exposure=True2026.05 | 80.18 | 63.43 | 39.35 | 1.67 | |
| PATTDetector=HPM, Auxiliary Outlier Exposure=False2026.05 | 80.04 | 54.97 | 55.6 | 0.95 | |
| COCLDetector=HPM, Auxiliary Outlier Exposure=False2026.05 | 77.7 | 60.22 | 41.2 | 1.97 | |
| EATDetector=HPM, Auxiliary Outlier Exposure=False2026.05 | 74.92 | 66.76 | 38.7 | 1.64 | |
| PC-ERMDetector=HPM, Auxiliary Outlier Exposure=False2026.05 | 63.47 | 84.14 | 46.4 | 2.42 | |
| EATDetector=Mahalanobis, Auxiliary Outlier Exposure=True2026.05 | 57.36 | 91.26 | 39.35 | 1.67 | |
| PC-ERMDetector=Mahalanobis, Auxiliary Outlier Exposure=False2026.05 | 52.85 | 89.42 | 46.4 | 2.42 | |
| EATDetector=Mahalanobis, Auxiliary Outlier Exposure=False2026.05 | 50.47 | 95.29 | 38.7 | 1.64 | |
| PATTDetector=Mahalanobis, Auxiliary Outlier Exposure=True2026.05 | 46.73 | 93.03 | 59.7 | 0.97 | |
| PASCLDetector=Mahalanobis, Auxiliary Outlier Exposure=False2026.05 | 43.17 | 95.96 | 66.3 | 1.04 | |
| COCLDetector=Mahalanobis, Auxiliary Outlier Exposure=True2026.05 | 41.74 | 90.34 | 42.45 | 1.96 | |
| PATTDetector=Mahalanobis, Auxiliary Outlier Exposure=False2026.05 | 40.99 | 95.65 | 55.6 | 0.95 | |
| COCLDetector=Mahalanobis, Auxiliary Outlier Exposure=False2026.05 | 35.26 | 95.96 | 41.2 | 1.97 |