Image Classification on CIFAR10-C (test) (Per Corruption Type Accuracy)
89.94Accuracy (Gaussian)
ScoreOpt
Updated 22d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2023.07 | 89.94 | 87.96 | 82.68 | - | - | - | - | 83.5 | 85.73 | 80.2 | 91.21 | - | 83.64 | 86.36 | 89.26 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.08 | 83.6 | 84.7 | 77.3 | 77.3 | 90.7 | - | 90.7 | 88.5 | 89.6 | 89.1 | 92.9 | 90.3 | 83.4 | 88.3 | 83.6 | 86.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | 88.8 | |
2023.07 | 81.91 | 83.17 | 63.74 | - | - | - | - | 89.26 | 88.17 | 48.55 | 92.88 | - | 89.96 | 92 | 93.61 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.08 | 80.9 | 82.9 | 77.2 | 74.9 | 87.6 | - | 87.7 | 85.9 | 85.9 | 88.1 | 90.4 | 87.2 | 80.3 | 86.7 | 82.6 | 84.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | 86.6 | |
2023.07 | 79.85 | 81.22 | 62.02 | - | - | - | - | 84.75 | 83.94 | 37.87 | 88.04 | - | 86.14 | 88.89 | 89.93 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.08 | 78.5 | 80.2 | 69.1 | 73.8 | 91.4 | - | 90.7 | 88 | 88.3 | 89 | 93.2 | 91.6 | 80.5 | 86.4 | 79.2 | 84.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | 88.7 | |
2023.10 | 78.2 | 80.8 | 72.3 | 73.6 | 90.1 | 89.2 | 90.3 | 87.4 | 86.2 | 89.3 | 92.9 | 87.8 | 81.3 | 86.6 | 81 | 84.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.08 | 77.7 | 79.6 | 70.6 | 72.3 | 88.3 | - | 87.9 | 85.7 | 82.8 | 85.7 | 91.9 | 86.5 | 80.2 | 82.9 | 78.9 | 82.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | 87.6 | |
2023.10 | 76.9 | 78.6 | 72.3 | 70.9 | 88.2 | 86.8 | 88.1 | 83.4 | 83.4 | 86.1 | 91.2 | 84.9 | 79.2 | 83 | 79.9 | 82.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.08 | 76.5 | 77.9 | 71.7 | 70.4 | 89.1 | - | 89 | 85.2 | 84.2 | 86 | 91.5 | 88.4 | 79.9 | 83.9 | 78.5 | 82.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | 87.4 | |
2025.08 | 76.1 | 77.6 | 73.9 | 71.9 | 87.9 | - | 87.5 | 82.8 | 82 | 85.2 | 90.8 | 85.7 | 79.3 | 80.4 | 78.3 | 81.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | 86.9 | |
2025.08 | 76.1 | 78.4 | 70.5 | 70.1 | 87.8 | - | 87.5 | 84.8 | 82 | 85.1 | 91.1 | 86.6 | 79.4 | 82.7 | 78.5 | 81.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | 86.8 | |
2023.10 | 76 | 78.2 | 68.2 | 70.1 | 88.4 | 87.4 | 88.4 | 84.5 | 85 | 88 | 91.5 | 89.9 | 77.8 | 84.8 | 78.4 | 82.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.08 | 75.8 | 79.2 | 71.5 | 70.6 | 89.4 | - | 89 | 85.6 | 84 | 87.2 | 92.4 | 87.4 | 79.9 | 84.5 | 79 | 82.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | 87.8 | |
2023.10 | 75 | 77.5 | 68.8 | 70.7 | 88.8 | 87.5 | 89 | 85.4 | 84 | 88.2 | 91.9 | 83.9 | 79.8 | 83.9 | 78.3 | 82.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 74.5 | 77.6 | 66.6 | 66.2 | 88.2 | 86.9 | 88.8 | 83.7 | 81.3 | 86 | 91.1 | 86.9 | 77.9 | 82.7 | 76.7 | 81 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 74.3 | 76.7 | 66.5 | 66.9 | 87.5 | 86.4 | 87.8 | 84.4 | 83.8 | 87.2 | 91.3 | 88.4 | 78.7 | 82.4 | 78 | 81.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 72.7 | 74.3 | 66 | 67.6 | 82.6 | 81.8 | 84.1 | 84.1 | 85.5 | 82.5 | 91.1 | 69.9 | 78.1 | 76.1 | 79.3 | 78.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 71.1 | 72.9 | 62.2 | 64.4 | 86.9 | 85.3 | 86.6 | 80.8 | 78.8 | 84.9 | 89.6 | 84 | 76.2 | 80 | 73.1 | 78.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.08 | 70.7 | 72.1 | 66.8 | 68.2 | 87.6 | - | 86.9 | 82.1 | 80.5 | 84.1 | 90.8 | 85.4 | 77.3 | 78.6 | 74.3 | 79.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | 85.9 | |
2025.08 | 70.2 | 72 | 63.6 | 66.5 | 87.6 | - | 86.9 | 82.1 | 80.5 | 84.1 | 90.8 | 85.4 | 77.3 | 78.6 | 74.3 | 79 | - | - | - | - | - | - | - | - | - | - | - | - | - | 85.9 | |
2025.08 | 70.1 | 72 | 63 | 66.5 | 86.9 | - | 86.7 | 82.7 | 80.9 | 84.5 | 91.2 | 83 | 77.9 | 76.8 | 74.9 | 78.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | 85.7 | |
2023.10 | 69.7 | 71.8 | 62.9 | 67.8 | 88.6 | 87.4 | 88.7 | 83.2 | 80.1 | 87.1 | 91.8 | 63.5 | 78.4 | 80.6 | 74.1 | 78.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.08 | 69.6 | 71 | 62.9 | 67 | 87.5 | - | 86.9 | 82.4 | 79.6 | 84.7 | 91.2 | 73.5 | 78.3 | 77.9 | 74.9 | 78.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | 85.9 | |
2023.10 | 68.3 | 69.7 | 58.9 | 62.9 | 87.8 | 86.3 | 87.4 | 81.6 | 80.3 | 85.4 | 90.7 | 86.9 | 76.7 | 79.3 | 72 | 78.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 67 | 69 | 60.4 | 65.6 | 87.8 | 86.3 | 87.4 | 81.6 | 80.3 | 85.4 | 90.7 | 86.9 | 76.7 | 79.3 | 71.9 | 78.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 66.6 | 68.7 | 57.9 | 57.2 | 75.2 | 74.7 | 75.5 | 75.1 | 73.5 | 73.8 | 83.5 | 76 | 64.3 | 73.5 | 67.8 | 70.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 66.3 | 68.3 | 59.4 | 63.2 | 86 | 85.4 | 87 | 83.5 | 82.8 | 86.4 | 92.4 | 84.8 | 77.1 | 71.6 | 71.6 | 77.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 65.2 | 67.4 | 58.3 | 64.4 | 87.2 | 85.8 | 87.3 | 81.2 | 76.9 | 85.3 | 90.7 | 57.2 | 76.5 | 77.7 | 71.6 | 75.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 64.9 | 66.3 | 58.2 | 62.7 | 84.1 | 84.2 | 85 | 83.1 | 82.5 | 85.5 | 92.4 | 85.3 | 76.5 | 67.4 | 70.3 | 76.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 64.7 | 64.7 | 50.2 | 59.6 | 81.3 | 80.8 | 83.8 | 79.6 | 78.3 | 80 | 88.6 | 83.7 | 73.5 | 74.3 | 71.1 | 74.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 63.2 | 63.5 | 51.7 | 58.4 | 81.6 | 78.4 | 83.3 | 79.2 | 79.7 | 80.3 | 89.2 | 79.5 | 73.1 | 70.9 | 69.3 | 73.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 62.9 | 65.2 | 56.7 | 54.5 | 74.8 | 73.4 | 75.2 | 73.8 | 71.8 | 72.1 | 83 | 73.7 | 63.1 | 70 | 64 | 68.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 60.1 | 53.2 | 38.3 | 35.5 | 19.9 | 22.6 | 18.6 | 12.1 | 12.7 | 22.8 | 5.3 | 49.7 | 23.6 | 24.7 | 23.1 | - | - | - | - | - | - | - | - | - | - | - | - | 28.2 | 0 | - | |
2025.12 | 59.9 | 52.3 | 36.1 | 34.7 | 20.1 | 19.4 | 14.8 | 11.5 | 11.2 | 17.8 | 4.4 | 29.6 | 17.6 | 19.2 | 17.3 | - | - | - | - | - | - | - | - | - | - | - | - | 24.4 | 3.8 | - | |
2025.12 | 59.8 | 52.5 | 37.2 | 35.2 | 19.8 | 21.8 | 17.6 | 11.6 | 12.3 | 20.7 | 5 | 41.7 | 21.5 | 25.2 | 22.1 | - | - | - | - | - | - | - | - | - | - | - | - | 26.9 | 1.3 | - | |
2023.10 | 59.1 | 61.4 | 53.1 | 51.9 | 73.1 | 71.7 | 72.3 | 71.3 | 69.1 | 69.8 | 81.5 | 72.1 | 60.9 | 67.4 | 60.1 | 66.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 59 | 60.9 | 52.8 | 55.4 | 78.2 | 83.7 | 81.8 | 78.8 | 78.6 | 85.5 | 92.4 | 85.3 | 66.6 | 64 | 63.8 | 72.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 58.7 | 51.3 | 33 | 34.8 | 20.1 | 20 | 15.2 | 11.1 | 11.3 | 18.5 | 4 | 34.7 | 18.8 | 19 | 17.9 | - | - | - | - | - | - | - | - | - | - | - | - | 24.6 | 3.6 | - | |
2025.12 | 57.7 | 56.3 | 29.4 | 35.3 | 16.2 | 16.2 | 12.4 | 11 | 11.6 | 14.9 | 4.7 | 22.5 | 15.9 | 29.1 | 19.5 | - | - | - | - | - | - | - | - | - | - | - | - | 23.5 | 4.7 | - | |
2025.12 | 57.5 | 49.5 | 31.7 | 35.1 | 21.3 | 19.6 | 15.1 | 10.8 | 10.3 | 18.1 | 4 | 27.5 | 18.4 | 22.5 | 19.9 | - | - | - | - | - | - | - | - | - | - | - | - | 24.1 | 4.1 | - | |
2025.12 | 54.1 | 47.6 | 38 | 34.8 | 19.9 | 22.6 | 18.6 | 12.1 | 12.7 | 22.8 | 5.3 | 39.9 | 23.6 | 24.7 | 23.1 | - | - | - | - | - | - | - | - | - | - | - | - | 26.6 | 1.6 | - | |
2023.10 | 53.1 | 57 | 49.7 | 55.9 | 67.9 | 69.7 | 71.3 | 74.3 | 69.5 | 68.1 | 84.9 | 47 | 68.6 | 62.3 | 71.6 | 69.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 52.9 | 47.9 | 19.4 | 31.3 | 11.4 | 13.3 | 7.6 | 7.6 | 9.9 | 12.5 | 3.8 | 26.3 | 14.4 | 33.9 | 18.2 | - | - | - | - | - | - | - | - | - | - | - | - | 20.7 | 7.5 | - | |
2023.10 | 51.5 | 50.3 | 40.1 | 45.8 | 70.4 | 72.8 | 77.2 | 66.8 | 67.4 | 74.4 | 83.9 | 68.2 | 60.2 | 67.3 | 62.1 | 63.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 46.1 | 48.1 | 40.3 | 42.2 | 63.3 | 63.5 | 62.5 | 62.3 | 59.3 | 62.1 | 75.4 | 65.1 | 50.6 | 53.9 | 47.6 | 56.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 44.5 | 46.8 | 39.8 | 42.1 | 63.3 | 63.5 | 62.5 | 62.3 | 59.3 | 62.1 | 75.4 | 65.1 | 50.6 | 53.9 | 46.9 | 55.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 44 | - | - | - | 46.4 | 44.3 | - | 47.1 | - | 41.7 | 48.9 | - | 47.6 | 51 | 52 | 47.5 | 21.5 | 25.7 | 23.7 | 33 | 29.3 | 16.4 | 28.8 | 18.1 | 24.4 | 52.3 | 16.1 | 23.7 | - | - | |
2022.04 | 42.7 | 55 | 44.8 | 79.4 | 49.2 | 74.5 | 74.3 | 79.4 | 75.3 | 85 | 92.1 | 69.4 | 81.8 | 73 | 78.4 | 70.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 40.6 | 53.1 | 46.5 | 79.8 | 50.3 | 75.7 | 73.9 | 80.3 | 75.2 | 86.2 | 92.2 | 74.4 | 81.8 | 72.6 | 76.5 | 70.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.04 | 36.2 | 48.9 | 46.6 | 77.9 | 46.7 | 72.8 | 71.9 | 77.8 | 71.9 | 82.5 | 91.6 | 67.1 | 82.2 | 72.2 | 79 | 68.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 33.7 | - | - | - | 34 | 32.7 | - | 28.9 | - | 25.1 | 33.5 | - | 35.9 | 38.3 | 39.1 | 34.3 | 40.3 | 39.4 | 36 | 55.2 | 39.9 | 30.3 | 41.6 | 31.6 | 48.4 | 41.2 | 26.5 | 38.9 | - | - | |
2025.12 | 30.6 | 18.9 | 11.5 | 22.5 | 10.4 | 13.9 | 9.8 | 6.6 | 6.5 | 8.8 | 4 | 8.5 | 12.7 | 9.2 | 14.4 | - | - | - | - | - | - | - | - | - | - | - | - | 12.6 | 15.6 | - | |
2025.08 | 28.7 | 35.2 | 24.2 | 49 | 57.3 | - | 64.8 | 76.7 | 62.9 | 73.4 | 90.3 | 31.4 | 78.8 | 46.5 | 74.7 | 57.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | 66.4 | |
2023.10 | 26 | 33.2 | 24.7 | 52 | 56.7 | 67.4 | 64.8 | 78 | 67 | 74.1 | 91.5 | 33.9 | 76.6 | 46.4 | 73.2 | 57.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 26 | 33.2 | 24.7 | 52 | 56.7 | 67.4 | 64.8 | 78 | 67 | 74.1 | 91.5 | 33.9 | 76.6 | 46.4 | 73.2 | 57.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 26 | 33.2 | 24.7 | 52 | 56.7 | 67.4 | 64.8 | 78 | 67 | 74.1 | 91.5 | 33.9 | 76.6 | 46.4 | 73.2 | 57.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.07 | 25.71 | 32.19 | 27.89 | - | - | - | - | 77.82 | 66.49 | 71.37 | 91.33 | - | 73.17 | 44.93 | 67.32 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 24.3 | 31.6 | 19.9 | 53.2 | 53.9 | 65.9 | 62.5 | 79 | 69.5 | 73.1 | 90.1 | 28.4 | 75 | 44.8 | 74.2 | 56.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 21.8 | 29.2 | 19.7 | 52.1 | 53.3 | 65.9 | 62.5 | 79.2 | 69.3 | 73.1 | 90.1 | 28 | 75.7 | 43.8 | 74.1 | 55.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.10 | 21 | 28 | 17.3 | 52.9 | 52.7 | 65.9 | 62 | 79.3 | 70.4 | 73.9 | 90.3 | 28.4 | 75.6 | 44.2 | 74.2 | 55.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2025.12 | 17.3 | 12.5 | 10.3 | 17.7 | 8.4 | 8.4 | 5.5 | 6.6 | 5.6 | 7.2 | 3.7 | 6.4 | 11 | 7.3 | 13 | - | - | - | - | - | - | - | - | - | - | - | - | 9.4 | 18.8 | - | |
2025.12 | 17 | 11.3 | 13 | 23.6 | 10.8 | 11.6 | 8 | 7.5 | 6.2 | 7 | 5.2 | 5.4 | 18.6 | 78.1 | 49.1 | - | - | - | - | - | - | - | - | - | - | - | - | 18.2 | 10 | - | |
2025.12 | 16.9 | 11.2 | 8.3 | 15.6 | 7.2 | 7.7 | 5.2 | 5.8 | 4.7 | 6.1 | 3.6 | 4.9 | 10.2 | 6.9 | 10.6 | - | - | - | - | - | - | - | - | - | - | - | - | 8.3 | 19.9 | - | |
2025.12 | 14.6 | 9 | 6.9 | 11.2 | 6.1 | 6 | 3.7 | 4.4 | 3.4 | 4.9 | 2.1 | 3.7 | 7.5 | 4.3 | 8.5 | - | - | - | - | - | - | - | - | - | - | - | - | 6.4 | 21.8 | - |