OOD Detection on CIFAR-10 (ID) vs LSUN-Resize & CIFAR-10-C (test)
0.02FPRAHA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AHA2024.10 | 0.02 | 99.98 | — | — | |
| AHAcategory=Learning w. Pwild2024.10 | 0.07 | 99.98 | — | — | |
| Energy (w/ outlier)category=Learning w. Pwild2024.10 | 0.27 | 99.94 | — | — | |
| Woodscategory=Learning w. Pwild2024.10 | 0.6 | 99.87 | — | — | |
| OEcategory=Learning w. Pwild2024.10 | 0.7 | 99.78 | — | — | |
| Sconecategory=Learning w. Pwild2024.10 | 0.87 | 99.79 | — | — | |
| AHA2024.10 | 7 | 99.98 | — | — | |
| SCONE2024.10 | 10.23 | 98.02 | — | — | |
| SharpDROcategory=OOD generalization2024.10 | 13.27 | 97.44 | — | — | |
| ASHcategory=OOD detection2024.10 | 22.07 | 95.61 | — | — | |
| ODINcategory=OOD detection2024.10 | 26.62 | 94.57 | — | — | |
| Energycategory=OOD detection2024.10 | 27.58 | 94.24 | — | — | |
| ERMcategory=OOD generalization2024.10 | 27.58 | 94.24 | — | — | |
| KNNcategory=OOD detection2024.10 | 29.75 | 94.6 | — | — | |
| EQRMcategory=OOD generalization2024.10 | 31.23 | 94.94 | — | — | |
| Mixupcategory=OOD generalization2024.10 | 32.73 | 88.86 | — | — | |
| IRMcategory=OOD generalization2024.10 | 34.5 | 94.54 | — | — | |
| ViMcategory=OOD detection2024.10 | 36.8 | 93.37 | — | — | |
| Mahalanobiscategory=OOD detection2024.10 | 42.62 | 93.23 | — | — | |
| VRExcategory=OOD generalization2024.10 | 44.2 | 92.55 | — | — | |
| MSPcategory=OOD detection2024.10 | 52.15 | 91.37 | — | — | |
| SCONE2024.10 | 87 | 99.79 | — | — | |
| AHA2024.10 | — | — | 90.86 | 94.32 | |
| SCONE2024.10 | — | — | 80.31 | 94.97 |