Out-of-distribution Detection on CIFAR-10 (ID) vs TinyImageNet (OOD) (test)
99.88AUROC
Deep Abstaining Classifier
Updated 7d ago
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021.05 | 99.88 | - | - | - | - | 0.36 | - | - | - | - | - | - | - | |
2019.12 | 99.72 | 99.48 | 97.82 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 99.7 | 98.7 | 97.8 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 99.7 | 98.8 | 97.9 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 99.7 | 98.7 | 97.8 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 99.7 | 98.8 | 97.9 | - | - | - | - | - | - | - | - | - | - | |
| 99.5 | 97.1 | 96.3 | - | - | - | - | - | - | - | - | - | - | ||
2018.07 | 99.5 | 97.1 | 96.3 | 99.5 | 99.5 | - | - | - | - | - | - | - | - | |
2019.12 | 99.5 | 97.1 | 96.3 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 99.5 | 97.1 | 96.3 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 99.5 | 97.1 | 96.3 | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 99.45 | - | - | - | - | 1.91 | - | - | - | - | - | - | - | |
| 99.36 | - | - | - | - | 2.94 | - | - | - | - | - | - | - | ||
2019.12 | 99.3 | 96.7 | 96.1 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 99.2 | 96.7 | 96.1 | - | - | - | - | - | - | - | - | - | - | |
2017.06 | 99.1 | - | - | 99.1 | 99.1 | 4.3 | 4.7 | - | - | - | - | - | - | |
2021.06 | 99.1 | - | - | - | - | 4.3 | - | - | - | - | - | - | - | |
| 99 | 95.5 | 95.4 | - | - | - | - | - | - | - | - | - | - | ||
2021.05 | 99 | - | - | - | - | 4.5 | - | - | - | - | - | - | - | |
2021.06 | 98.9 | - | - | - | - | 4.6 | - | - | - | - | - | - | - | |
| 98.8 | 95 | 95 | - | - | - | - | - | - | - | - | - | - | ||
| 98.8 | 94.9 | 95 | - | - | - | - | - | - | - | - | - | - | ||
2018.07 | 98.8 | 95 | 95 | 98.8 | 98.8 | - | - | - | - | - | - | - | - | |
2019.12 | 98.8 | 95 | 95 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 98.8 | 95 | 95 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 98.6 | 92 | 93.9 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 98.5 | 92.4 | 93.9 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 98.5 | 92.4 | 93.9 | 98.5 | 98.5 | - | - | - | - | - | - | - | - | |
2019.12 | 98.5 | 92.4 | 93.9 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 98.5 | 92.4 | 93.9 | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 98.5 | - | - | - | - | 7.2 | - | - | - | - | - | - | - | |
2021.06 | 98.5 | - | - | - | - | 6.4 | - | - | - | - | - | - | - | |
2019.12 | 97.6 | 87 | 92.3 | - | - | - | - | - | - | - | - | - | - | |
2021.06 | 97.6 | - | - | - | - | 9.9 | - | - | - | - | - | - | - | |
2021.06 | 97.3 | - | - | - | - | 11.2 | - | - | - | - | - | - | - | |
2018.07 | 97.2 | 87.1 | 92.1 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 96.8 | 82.9 | 91.3 | - | - | - | - | - | - | - | - | - | - | |
2024.12 | 96.45 | - | - | 97.94 | 92.96 | 9.71 | - | - | - | 72.84 | 81.85 | 85.22 | 86.67 | |
2019.12 | 95.3 | 84.2 | 89.9 | - | - | - | - | - | - | - | - | - | - | |
| 95.3 | - | - | 96.4 | 93.8 | 34.7 | 10 | - | - | - | - | - | - | ||
2021.08 | 94.18 | - | 93.54 | - | - | - | - | - | 87.5 | - | - | - | - | |
2018.07 | 94.1 | 58.9 | 88.5 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 94.1 | 58.9 | 88.5 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 94.1 | 58.9 | 88.5 | 95.3 | 92.3 | - | - | - | - | - | - | - | - | |
2019.12 | 94.1 | 58.9 | 88.5 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 94.1 | 58.9 | 88.5 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 94 | 72.5 | 86.5 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 94 | 72.5 | 86.5 | 94.2 | 94.1 | - | - | - | - | - | - | - | - | |
2019.12 | 94 | 67.9 | 86.5 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 94 | 67.9 | 86.5 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 94 | 67.9 | 86.5 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 93.9 | 69.6 | 86 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 93.8 | 56.7 | 88.1 | - | - | - | - | - | - | - | - | - | - | |
2024.12 | 93.48 | - | - | 95.34 | 89.59 | 55.62 | - | - | - | 10.76 | 21.4 | 62.55 | 81.64 | |
2021.08 | 93.47 | - | 93.12 | - | - | - | - | - | 86.2 | - | - | - | - | |
2021.05 | 93.39 | - | - | - | - | 24.2 | - | - | - | - | - | - | - | |
2021.06 | 93.2 | - | - | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 93.1 | 68.7 | 85.2 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 93 | 71.6 | 86.4 | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 92.1 | - | - | - | - | 25.5 | - | - | - | - | - | - | - | |
2024.12 | 91.91 | - | - | 94.43 | 86.99 | 50.18 | - | - | - | 0.32 | 23.15 | 53.96 | 78.36 | |
2019.12 | 91.4 | 46.4 | 85.4 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 91 | 44.7 | 85.1 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 91 | 44.7 | 85.1 | - | - | - | - | - | - | - | - | - | - | |
2018.07 | 91 | 44.7 | 85.1 | 92.5 | 88.4 | - | - | - | - | - | - | - | - | |
2019.12 | 91 | 41 | 85.1 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 91 | 41 | 85.1 | - | - | - | - | - | - | - | - | - | - | |
2019.12 | 91 | 41 | 85.1 | - | - | - | - | - | - | - | - | - | - | |
2024.12 | 90.74 | - | - | 83.25 | 80.24 | 52.8 | - | - | - | 9.52 | 19.37 | 59.88 | 79.45 | |
2024.12 | 87.65 | - | - | 90.9 | 82.16 | 58.98 | - | - | - | 14.37 | 18.84 | 33.65 | 66.03 | |
2024.12 | 81.65 | - | - | 81.8 | 78.75 | 57.81 | - | - | - | 0.33 | 0.95 | 6.01 | 40.4 | |
2024.12 | 80.98 | - | - | 85.63 | 72.48 | 78.89 | - | - | - | 1.62 | 4.15 | 19.37 | 56.08 | |
2024.12 | 79.69 | - | - | 79.34 | 77.52 | 59.09 | - | - | - | 0.36 | 0.63 | 4.49 | 34.52 | |
2023.10 | 67.77 | - | - | - | - | - | - | 66.74 | - | - | - | - | - | |
2023.10 | 66.98 | - | - | - | - | - | - | 64.46 | - | - | - | - | - | |
2023.10 | 66.41 | - | - | - | - | - | - | 63.97 | - | - | - | - | - | |
2023.10 | 63.23 | - | - | - | - | - | - | 63.06 | - | - | - | - | - | |
2023.10 | 61.68 | - | - | - | - | - | - | 58.33 | - | - | - | - | - | |
2023.10 | 51.64 | - | - | - | - | - | - | 66.31 | - | - | - | - | - |