Robustness to Corruptions on ImageNet-C (test)
9.58mCE
TPT
Updated 1mo ago
Evaluation Results
| Method | Links | |||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2025.08 | 9.58 | 1.43 | 1.94 | 1.42 | 8.02 | 2.74 | 5.34 | 10.97 | 10.59 | 12.92 | 16.17 | 35.67 | 4.45 | 3.73 | 11.56 | 16.68 | - | |
2025.08 | 11.18 | 2.69 | 3.59 | 2.08 | 10.5 | 3.9 | 8.62 | 12.74 | 11.31 | 15.03 | 19.64 | 37.73 | 4.98 | 4.74 | 13.58 | 16.56 | - | |
2025.08 | 11.27 | 2.43 | 3.07 | 2.52 | 9.54 | 3.4 | 7.46 | 12.62 | 12.29 | 15.72 | 22.08 | 41.69 | 6.24 | 4.67 | 11.01 | 14.24 | - | |
2025.08 | 11.72 | 2.87 | 3.14 | 3.13 | 9.38 | 4.17 | 7.14 | 12.42 | 11.87 | 15.04 | 23.93 | 44.33 | 6.45 | 6.11 | 11.03 | 14.85 | - | |
2025.08 | 11.82 | 1.17 | 2.33 | 1.65 | 10.3 | 3.54 | 7.99 | 13.47 | 13.66 | 17.15 | 23.2 | 44.67 | 6.55 | 5.15 | 11.61 | 14.23 | - | |
2025.08 | 12.13 | 2.54 | 3.26 | 2.72 | 9.84 | 4.4 | 7.38 | 13.74 | 13.74 | 17.16 | 23.76 | 44.16 | 7 | 5.79 | 11.24 | 15.26 | - | |
2025.08 | 12.72 | 2.91 | 3.77 | 2.92 | 10.54 | 4.44 | 8.57 | 14.34 | 13.85 | 17.84 | 24.56 | 45.67 | 7.76 | 5.85 | 11.96 | 15.86 | - | |
2025.08 | 14.81 | 4.05 | 4.8 | 4.03 | 12.26 | 6.11 | 10.92 | 17.02 | 16.67 | 20.62 | 27.77 | 47.31 | 9.2 | 8.56 | 14.61 | 18.15 | - | |
2025.08 | 22.4 | 9.58 | 10.52 | 10.12 | 20.23 | 13.29 | 20.38 | 18.84 | 31.3 | 29.8 | 34.58 | 54.79 | 11.24 | 11.8 | 26.31 | 33.2 | - | |
2025.08 | 25.5 | 13.25 | 14.16 | 13.48 | 24.25 | 15.71 | 24.46 | 22.6 | 33.08 | 31.06 | 37.61 | 55.62 | 17.11 | 13.43 | 33.04 | 33.7 | - | |
2025.08 | 26.42 | 12.83 | 14.03 | 13.27 | 24.88 | 16.13 | 25.77 | 24.36 | 34.43 | 32.63 | 38.56 | 58.42 | 17.53 | 14.21 | 33.72 | 35.52 | - | |
2025.08 | 27.07 | 14.82 | 16.11 | 15.6 | 25.35 | 16.4 | 25.53 | 23.22 | 34.58 | 32.47 | 39.65 | 59.04 | 17.72 | 14.76 | 35.22 | 35.53 | - | |
2025.08 | 27.43 | 10.64 | 11.94 | 10.92 | 27.56 | 15.48 | 26.16 | 26.94 | 36.74 | 34.28 | 39.38 | 60.22 | 16.96 | 15.64 | 40.74 | 37.9 | - | |
2025.08 | 27.46 | 14.33 | 15.33 | 14.69 | 26.06 | 17.19 | 26.61 | 25.23 | 34.81 | 33.48 | 38.93 | 58.7 | 19.38 | 15.4 | 35.32 | 36.49 | - | |
2025.08 | 27.49 | 12.97 | 13.6 | 13.21 | 25.63 | 16.96 | 26.74 | 25.4 | 35.99 | 34.57 | 39.83 | 59.01 | 17.32 | 17.16 | 38.43 | 35.47 | - | |
2025.08 | 28.34 | 15.42 | 16.46 | 16.03 | 26.53 | 17.91 | 27.35 | 25.9 | 36.5 | 34.84 | 40.53 | 58.57 | 20.16 | 16.62 | 35.65 | 36.69 | - | |
2025.08 | 28.56 | 15.76 | 16.84 | 15.9 | 26.3 | 18.01 | 27.31 | 25.54 | 36.19 | 34.67 | 40.96 | 60.29 | 19.95 | 16.09 | 37.44 | 37.22 | - | |
2025.08 | 30.29 | 17.71 | 18.81 | 18.09 | 27.98 | 19.78 | 29 | 27.38 | 38.09 | 36.44 | 42.43 | 62.21 | 21.94 | 18.4 | 39.89 | 38.23 | - | |
2021.12 | 30.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 32.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 35.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 36.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 37.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 40.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 41.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 46.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 46.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 47.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 48 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 48 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 48.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 48.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 49.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 49.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 50 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 50.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 50.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 51.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.12 | 51.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 52.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 53.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 53.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 53.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 54 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 54.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 54.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.01 | 55.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 57 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 58.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 59.8 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 62 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 63 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 64.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 65.3 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 65.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 66.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 67.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 68.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 68.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 68.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 69.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 69.6 | 69 | 67 | 68 | 72 | 81 | 66 | 69 | 74 | 74 | 65 | 59 | 60 | 82 | 69 | 70 | - | |
2021.03 | 70.5 | 68 | 69 | 70 | 73 | 81 | 69 | 67 | 75 | 73 | 67 | 61 | 61 | 80 | 71 | 72 | - | |
2021.03 | 71.1 | 69 | 69 | 69 | 69 | 87 | 69 | 70 | 76 | 75 | 64 | 56 | 69 | 82 | 72 | 73 | - | |
2021.05 | 71.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.05 | 71.1 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 73.9 | 71 | 71 | 71 | 72 | 88 | 72 | 72 | 78 | 78 | 67 | 60 | 72 | 86 | 75 | 76 | - | |
2021.03 | 75.3 | 77 | 79 | 79 | 71 | 86 | 77 | 77 | 80 | 75 | 66 | 57 | 71 | 84 | 75 | 77 | - | |
2021.03 | 75.3 | 73 | 78 | 75 | 74 | 87 | 76 | 80 | 79 | 78 | 67 | 63 | 73 | 84 | 72 | 71 | - | |
2021.05 | 76.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 77.7 | 79 | 81 | 80 | 77 | 90 | 80 | 81 | 80 | 78 | 70 | 61 | 74 | 87 | 74 | 75 | - | |
2021.05 | 79.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | 80.6 | 79 | 80 | 82 | 82 | 90 | 84 | 80 | 86 | 81 | 75 | 65 | 79 | 91 | 77 | 80 | - | |
2021.05 | 80.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2021.03 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 2.8 |