Out-of-distribution Detection on CIFAR-10 ID vs LSUN OOD (test)
99.9AUROC
Ours
Updated 3d ago
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
2019.12 | 99.9 | 99.6 | 98.6 | - | - | - | - | |
2019.12 | 99.9 | 99.5 | 98.6 | - | - | - | - | |
2019.12 | 99.89 | 99.85 | 98.66 | - | - | - | - | |
| 99.7 | 98.9 | 97.7 | - | - | - | - | ||
2018.07 | 99.7 | 98.9 | 97.7 | 99.7 | 99.7 | - | - | |
2019.12 | 99.7 | 98.8 | 97.7 | - | - | - | - | |
2019.12 | 99.7 | 98.8 | 97.7 | - | - | - | - | |
| 99.5 | 98.1 | 97.2 | - | - | - | - | ||
| 99.3 | 97.2 | 96.3 | - | - | - | - | ||
2018.07 | 99.3 | 97.2 | 96.3 | 99.3 | 99.1 | - | - | |
2019.12 | 99.3 | 97.2 | 96.3 | - | - | - | - | |
2018.07 | 99.2 | 96.2 | 95.7 | - | - | - | - | |
| 99.2 | 97.2 | 96.2 | - | - | - | - | ||
2018.07 | 99.2 | 96.2 | 95.7 | 99.3 | 99.2 | - | - | |
2019.12 | 99.2 | 96.2 | 95.7 | - | - | - | - | |
2023.03 | 99 | - | - | - | - | - | - | |
2021.06 | 98.6 | - | - | - | - | 5.4 | - | |
2018.07 | 98.5 | 92.9 | 94.3 | - | - | - | - | |
2019.12 | 98.3 | 92.3 | 94.1 | - | - | - | - | |
2021.06 | 98.2 | - | - | - | - | 6.9 | - | |
2021.06 | 98.2 | - | - | - | - | 8.7 | - | |
2019.12 | 97.8 | 89.8 | 92.6 | - | - | - | - | |
2019.12 | 97.5 | 88.4 | 92 | - | - | - | - | |
2019.12 | 96.7 | 81.3 | 90.5 | - | - | - | - | |
2023.03 | 96 | - | - | - | - | - | - | |
2018.07 | 95.4 | 66.6 | 90.3 | - | - | - | - | |
2018.07 | 95.4 | 66.6 | 90.3 | - | - | - | - | |
2018.07 | 95.4 | 66.6 | 90.3 | 96.5 | 94.1 | - | - | |
2019.12 | 95.4 | 66.6 | 90.3 | - | - | - | - | |
2023.03 | 95 | - | - | - | - | - | - | |
2023.03 | 95 | - | - | - | - | - | - | |
2024.04 | 94.99 | - | - | - | - | - | 94.06 | |
2018.07 | 94.1 | 73.8 | 86.7 | - | - | - | - | |
2018.07 | 94.1 | 73.8 | 86.7 | 94.2 | 94.3 | - | - | |
2019.12 | 94.1 | 82.1 | 86.7 | - | - | - | - | |
2019.12 | 94.1 | 82.1 | 86.7 | - | - | - | - | |
2023.03 | 94 | - | - | - | - | - | - | |
2023.03 | 94 | - | - | - | - | - | - | |
2018.07 | 93.7 | 70 | 85.8 | - | - | - | - | |
2019.12 | 93.6 | 70.6 | 86.4 | - | - | - | - | |
| 93.2 | - | - | - | - | 28.7 | 71 | ||
2023.03 | 93 | - | - | - | - | - | - | |
2021.07 | 92.97 | - | - | - | - | 41.49 | 98.46 | |
2019.12 | 92.9 | 51.8 | 86.9 | - | - | - | - | |
2021.07 | 92.67 | - | - | - | - | 41.06 | 98.42 | |
2019.12 | 91.9 | 48.6 | 86.3 | - | - | - | - | |
2019.12 | 91.2 | 62 | 82.4 | - | - | - | - | |
2024.04 | 91.11 | - | - | - | - | - | 89.93 | |
2018.07 | 91 | 45.4 | 85.3 | - | - | - | - | |
2018.07 | 91 | 45.4 | 85.3 | - | - | - | - | |
2018.07 | 91 | 45.4 | 85.3 | 92.5 | 88.6 | - | - | |
2019.12 | 91 | 49.8 | 85.3 | - | - | - | - | |
2019.12 | 91 | 49.8 | 85.3 | - | - | - | - | |
2024.04 | 90.7 | - | - | - | - | - | 81.59 | |
2019.12 | 90.2 | 42.6 | 79.5 | - | - | - | - | |
2024.04 | 89.96 | - | - | - | - | - | 88.09 | |
2024.04 | 89.84 | - | - | - | - | - | 87.72 | |
2024.04 | 89.06 | - | - | - | - | - | 86.55 | |
| 88.5 | - | - | - | - | 39.5 | 57.2 | ||
2024.04 | 88.33 | - | - | - | - | - | 82.99 | |
2024.04 | 88.23 | - | - | - | - | - | 82.26 | |
2024.04 | 88.18 | - | - | - | - | - | 86.93 | |
2023.03 | 88 | - | - | - | - | - | - | |
2024.04 | 86.81 | - | - | - | - | - | 85.04 | |
2024.04 | 84.83 | - | - | - | - | - | 76.61 | |
2024.04 | 82.96 | - | - | - | - | - | 71.79 | |
2024.04 | 82.89 | - | - | - | - | - | 72.35 | |
2019.12 | 80.2 | 48.2 | 75.6 | - | - | - | - | |
2024.04 | 72.84 | - | - | - | - | - | 71.04 | |
2024.04 | 66.96 | - | - | - | - | - | 58.51 | |
2021.07 | 22.05 | - | - | - | - | 99.62 | 71.88 | |
2024.04 | 17.08 | - | - | - | - | - | 33.52 | |
2024.04 | 10.57 | - | - | - | - | - | 32.04 |