Image Classification on CIFAR-10C Severity Level 5 (test)
10.7Average Error Rate (Severity 5)
Neuro-Modulated Hebbian Learning
Updated 3d ago
Evaluation Results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10.7 | - | 13.4 | 12.3 | 15 | 7.5 | 16 | 8.7 | 7.7 | 9.1 | 9.6 | 10.1 | 6.4 | 8.2 | 13.3 | 9.3 | 13.3 | - | - | ||
2021.12 | 12.1 | - | 15.4 | 13.4 | 17.3 | 8 | 18 | 9.1 | 7.7 | 10.8 | 10.8 | 12.1 | 6.6 | 10.9 | 13.6 | 13 | 14.3 | - | - | |
2021.12 | 12.1 | - | 15.4 | 13.4 | 17.3 | 8 | 18 | 9.1 | 7.7 | 10.8 | 10.8 | 12.1 | 6.6 | 10.9 | 13.6 | 13 | 14.3 | - | - | |
2023.03 | 12.1 | - | 15.7 | 13.2 | 18.8 | 7.9 | 18.1 | 9 | 8 | 10.4 | 10.8 | 12.4 | 6.7 | 10 | 14 | 11.4 | 14.8 | - | - | |
2023.03 | 12.1 | - | 15.4 | 13.4 | 17.3 | 8 | 18 | 9.1 | 7.7 | 10.8 | 10.8 | 12.1 | 6.6 | 10.9 | 13.6 | 13 | 14.3 | - | - | |
2021.12 | 12.3 | - | 15.8 | 13.5 | 18.7 | 8.1 | 18.7 | 9.1 | 8 | 10.3 | 10.8 | 11.7 | 6.7 | 11.6 | 14.1 | 11.7 | 15.2 | - | - | |
2021.12 | 12.3 | - | 15.8 | 13.5 | 18.7 | 8.1 | 18.7 | 9.1 | 8 | 10.3 | 10.8 | 11.7 | 6.7 | 11.6 | 14.1 | 11.7 | 15.2 | - | - | |
2022.11 | 12.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.11 | 13.9 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.11 | 14.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 14.6 | - | 18.7 | 16.4 | 22.3 | 9.1 | 22.1 | 10.5 | 9.7 | 13 | 13.2 | 15.4 | 7.8 | 12 | 16.4 | 15.1 | 17.6 | - | - | |
2024.10 | 14.8 | 3.5 | 21.9 | 22.1 | 13.7 | 15.2 | 34.1 | 11.9 | 11.1 | 15 | 9 | 13.5 | 5.8 | 9.5 | 23 | 15.8 | 17 | - | - | |
2022.11 | 15.6 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2022.11 | 16.2 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
| 17.6 | - | 23.6 | 21.4 | 30.9 | 11 | 31.1 | 13 | 10.9 | 14.2 | 15.5 | 13 | 8 | 10.3 | 21.8 | 16.7 | 22.4 | - | - | ||
2021.12 | 18.3 | - | 28.8 | 22.9 | 26.2 | 9.5 | 20.6 | 10.6 | 9.3 | 14.2 | 15.3 | 17.5 | 7.6 | 20.9 | 14.7 | 41.3 | 14.7 | - | - | |
2021.12 | 18.3 | - | 28.8 | 22.9 | 26.2 | 9.5 | 20.6 | 10.6 | 9.3 | 14.2 | 15.3 | 17.5 | 7.6 | 20.9 | 14.7 | 41.3 | 14.7 | - | - | |
2023.03 | 18.3 | - | 28.8 | 22.9 | 26.2 | 9.5 | 20.6 | 10.6 | 9.3 | 14.2 | 15.3 | 17.5 | 7.6 | 20.9 | 14.7 | 41.3 | 14.7 | - | - | |
2022.11 | 18.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 18.6 | - | 24.8 | 23.5 | 33 | 12 | 31.8 | 13.7 | 10.8 | 15.9 | 16.2 | 13.7 | 7.9 | 12.1 | 22 | 17.3 | 24.2 | - | - | |
2024.10 | 19.1 | 8.2 | 25.8 | 22.6 | 30.6 | 14.6 | 34.4 | 18.3 | 17.1 | 20 | 18 | 16.9 | 11.2 | 15.6 | 21.6 | 18.1 | 21.2 | - | - | |
2023.03 | 19.9 | - | 27.4 | 24.6 | 35.3 | 13.1 | 34.9 | 14.6 | 11.6 | 16.8 | 17.5 | 13.1 | 7.6 | 14.1 | 22.7 | 19.3 | 26.2 | - | - | |
2022.11 | 20.4 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 20.4 | - | 28.1 | 26.1 | 36.3 | 12.8 | 35.3 | 14.2 | 12.1 | 17.3 | 17.4 | 15.3 | 8.4 | 12.6 | 23.8 | 19.7 | 27.3 | - | - | |
2022.11 | 20.7 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2024.10 | 21.4 | 9 | 28.2 | 26.5 | 20.8 | 15.6 | 43.7 | 24.5 | 23.8 | 25 | 24.9 | 17.2 | 12.7 | 11.6 | 22.1 | 20.3 | 22.6 | - | - | |
2024.10 | 24.5 | 4.63 | 35.4 | 32.3 | 21.9 | 19.3 | 49.7 | 19.3 | 17.3 | 17 | 15.1 | 21.6 | 8.4 | 15.9 | 34.6 | 25 | 27.4 | - | - | |
| 25.8 | - | 33.2 | 30.6 | 38.2 | 17.7 | 41.2 | 20.8 | 17.4 | 24 | 27.2 | 20.4 | 13.5 | 21.1 | 28.4 | 23.7 | 28.9 | - | - | ||
2021.12 | 26.8 | - | 34.9 | 32.6 | 42.2 | 18.7 | 40.2 | 24 | 18.4 | 23.9 | 24 | 20.9 | 12.3 | 27.1 | 27.2 | 26.2 | 28.7 | - | - | |
2023.03 | 26.8 | - | 34.9 | 32.6 | 42.2 | 18.7 | 40.2 | 24 | 18.4 | 23.9 | 24 | 20.9 | 12.3 | 27.1 | 27.2 | 26.2 | 28.7 | - | - | |
2023.03 | 30.7 | - | 39.4 | 38.8 | 47.9 | 19.9 | 45 | 23.2 | 20.6 | 28.1 | 32.1 | 24.5 | 16.1 | 26.7 | 32.4 | 30.6 | 35.5 | - | - | |
2021.12 | 31.4 | - | 45.6 | 41.8 | 50 | 21.8 | 46.1 | 23 | 23.9 | 29.9 | 30 | 25.1 | 12.2 | 23.9 | 22.6 | 47.2 | 27.2 | - | - | |
2023.03 | 31.4 | - | 45.6 | 41.8 | 50 | 21.8 | 46.1 | 23 | 23.9 | 29.9 | 30 | 25.1 | 12.2 | 23.9 | 22.6 | 47.2 | 27.2 | - | - | |
2021.12 | 32.9 | - | 44.6 | 43.7 | 49.1 | 29.4 | 45.2 | 26.2 | 26.9 | 25.8 | 27.9 | 23.8 | 18.3 | 34.3 | 29.3 | 37 | 32.5 | - | - | |
2023.03 | 32.9 | - | 44.6 | 43.7 | 49.1 | 29.4 | 45.2 | 26.2 | 26.9 | 25.8 | 27.9 | 23.8 | 18.3 | 34.3 | 29.3 | 37 | 32.5 | - | - | |
2022.11 | 43.5 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | |
2023.03 | 43.5 | - | 72.3 | 65.7 | 72.9 | 46.9 | 54.3 | 34.8 | 42 | 25.1 | 41.3 | 26 | 9.3 | 46.7 | 26.6 | 58.5 | 30.3 | - | - | |
2021.12 | 49.2 | - | 67.7 | 63.1 | 69.9 | 55.3 | 56.6 | 42.2 | 50.1 | 31.6 | 46.3 | 39.1 | 17.1 | 74.6 | 34.2 | 57.9 | 31.7 | - | - | |
2023.03 | 49.2 | - | 67.7 | 63.1 | 69.9 | 55.3 | 56.6 | 42.2 | 50.1 | 31.6 | 46.3 | 39.1 | 17.1 | 74.6 | 34.2 | 57.9 | 31.7 | - | - | |
2025.12 | 57.39 | - | 33.69 | 40.07 | 35.74 | 53.11 | 49.86 | 67.04 | 56.85 | 73.89 | 62.59 | 64.66 | 89 | 43.57 | 74.37 | 41.96 | 74.43 | - | - | |
2026.01 | 61.16 | - | 37.94 | 41.68 | 54.44 | 71.73 | 40.87 | 67.9 | 73.67 | 73.88 | 77.34 | 70.25 | 84.41 | 62.41 | 53.81 | 47.66 | 59.45 | - | - | |
2026.01 | 61.81 | - | 37.61 | 41.26 | 55.64 | 72.08 | 41.58 | 68.6 | 73.97 | 74.96 | 77.34 | 71.5 | 84.79 | 62.07 | 55.5 | 49.23 | 61.02 | - | - | |
2026.01 | 61.85 | - | 39.2 | 42.64 | 55.33 | 72.1 | 41.2 | 68.11 | 74.02 | 74.39 | 78.02 | 70.78 | 84.77 | 63.09 | 54.61 | 49.44 | 60.12 | - | - | |
2026.01 | 61.92 | - | 15.42 | 18.3 | 38.18 | 81.43 | 21.54 | 76.33 | 82.24 | 83.59 | 82.24 | 80.56 | 89.76 | 80.65 | 63.5 | 58.83 | 56.27 | - | - | |
2026.01 | 62.11 | - | 39.22 | 43.77 | 57.19 | 71.91 | 40.71 | 69.22 | 74.11 | 74.36 | 77.24 | 72.44 | 83.85 | 60.74 | 55.64 | 48.97 | 62.29 | - | - | |
2026.01 | 62.15 | - | 43.34 | 47.52 | 54.11 | 73.43 | 39.99 | 72.25 | 75.97 | 74.31 | 76.46 | 71.24 | 84.54 | 60.56 | 54.15 | 47.2 | 57.14 | - | - | |
2026.01 | 62.37 | - | 40.91 | 44.31 | 50.45 | 72.8 | 44.38 | 71.6 | 75.97 | 75.29 | 77.84 | 71.75 | 86.07 | 62.34 | 56.34 | 47.77 | 57.68 | - | - | |
2026.01 | 63.65 | - | 37.76 | 42.19 | 60.66 | 72.84 | 44.82 | 69.72 | 75.37 | 75.95 | 78.9 | 72.15 | 85.67 | 62.04 | 58.86 | 55.18 | 62.58 | - | - | |
2026.01 | 63.96 | - | 46.52 | 50.81 | 61.04 | 71.83 | 41.52 | 70.48 | 75.38 | 75.82 | 78.99 | 71.24 | 86.03 | 60.7 | 58.06 | 49.78 | 61.17 | - | - | |
2026.01 | 64.16 | - | 42.34 | 46.22 | 64.25 | 71.14 | 45.63 | 68.51 | 73.66 | 76.74 | 78.27 | 71.06 | 85.27 | 57.24 | 59.62 | 60.59 | 61.89 | - | - | |
2026.01 | 66.57 | - | 45.98 | 53.25 | 60.31 | 74.99 | 38.58 | 71.49 | 75.92 | 77.69 | 80.23 | 76.33 | 87.56 | 75.59 | 55.42 | 62.04 | 63.21 | - | - | |
2025.12 | 68.85 | - | 52.22 | 58.09 | 51.4 | 73.17 | 58.01 | 76.5 | 74.61 | 77.74 | 73.01 | 75.47 | 90.27 | 63.89 | 76.95 | 55.86 | 75.62 | - | - | |
2026.01 | 70.2 | - | 54.4 | 58.73 | 64.53 | 76.54 | 48.9 | 77.89 | 79.27 | 81.58 | 81.51 | 77.2 | 89.94 | 74.54 | 62.11 | 61.42 | 64.45 | - | - | |
2025.12 | 71.03 | - | 55.17 | 60.13 | 55.13 | 74.53 | 59.43 | 78.61 | 75.72 | 79.9 | 76.46 | 78.18 | 90.91 | 70.43 | 76.18 | 58.91 | 75.83 | - | - | |
2026.01 | 73.79 | - | 61.89 | 65.44 | 67.07 | 80.06 | 55.47 | 80.02 | 81.6 | 82.47 | 83.69 | 80.43 | 88.47 | 81.19 | 69.12 | 62.67 | 67.29 | - | - | |
2025.12 | 74.03 | - | 62.43 | 64.33 | 57.3 | 84.48 | 59.46 | 82.02 | 83.25 | 76.87 | 74.3 | 79.29 | 87.24 | 83.33 | 71.72 | 73.41 | 71.1 | - | - | |
2025.12 | 74.04 | - | 62.43 | 64.33 | 57.31 | 84.48 | 59.46 | 82.02 | 83.25 | 76.88 | 74.31 | 79.28 | 87.24 | 83.33 | 71.72 | 73.42 | 71.13 | - | - | |
2025.12 | 74.67 | - | 63.74 | 65.87 | 58.47 | 84.7 | 60.51 | 82.22 | 83.62 | 77.26 | 74.74 | 79.74 | 87.4 | 83.29 | 72.24 | 74.15 | 71.87 | - | - | |
2025.12 | 75.19 | - | 64.71 | 66.97 | 59.61 | 84.97 | 60.96 | 82.48 | 83.93 | 77.78 | 75.42 | 80 | 87.78 | 83.54 | 72.62 | 74.73 | 72.32 | - | - | |
2026.01 | 76.33 | - | 60.18 | 66.62 | 69.73 | 81.47 | 59.94 | 81.24 | 82.39 | 83.72 | 83.75 | 83.48 | 91.42 | 86.26 | 70.94 | 74.42 | 69.41 | - | - | |
2025.12 | 76.65 | - | 67.61 | 70.15 | 63.15 | 85.59 | 62.98 | 83.09 | 84.57 | 79.05 | 76.35 | 80.68 | 88.17 | 83.57 | 74.16 | 76.45 | 74.13 | - | - | |
2025.12 | 78.51 | - | 71.49 | 73.63 | 66.84 | 86.33 | 65.12 | 84.17 | 85.71 | 80.51 | 77.99 | 81.8 | 88.94 | 84 | 75.67 | 78.89 | 76.66 | - | - | |
2019.09 | - | 8.9 | 50.5 | 47.2 | 56.1 | 23.7 | 51.7 | 24.3 | 26.3 | 25.6 | 34.4 | 28.1 | 13.5 | 25 | 27.4 | 55.8 | 29.8 | - | - | |
2019.09 | - | 8.1 | 49.4 | 45.3 | 53.4 | 24.2 | 48.5 | 24.8 | 26.4 | 25 | 32.5 | 27.5 | 12.6 | 25.3 | 24 | 51.6 | 28.7 | - | - | |
2019.09 | - | 7.9 | 45.6 | 41.8 | 50 | 21.8 | 46.1 | 23 | 23.9 | 23.9 | 30 | 25.1 | 12.2 | 23.9 | 22.6 | 47.2 | 27.2 | - | - | |
2019.09 | - | 8.2 | 25.8 | 22.6 | 30.6 | 14.6 | 34.4 | 18.3 | 17.1 | 20 | 18 | 16.9 | 11.2 | 15.6 | 21.6 | 18.1 | 21.2 | - | - | |
2019.09 | - | 9 | 28.2 | 26.5 | 20.8 | 15.6 | 43.7 | 24.5 | 23.8 | 25 | 24.9 | 17.2 | 12.7 | 11.6 | 22.1 | 20.3 | 22.6 | - | - | |
2019.09 | - | 16.5 | 22.7 | 22.9 | 28.3 | 25 | 25.6 | 27.4 | 23.1 | 25.2 | 27.2 | 64.8 | 21.7 | 73.6 | 23 | 20.2 | 18.9 | - | - | |
2019.09 | - | 8.2 | 25.8 | 22.6 | 30.6 | 14.6 | 34.4 | 18.3 | 17.1 | 20 | 18 | 16.9 | 11.2 | 15.6 | 21.6 | 18.1 | 21.2 | - | - | |
2019.09 | - | 9 | 28.2 | 26.5 | 20.8 | 15.6 | 43.7 | 24.5 | 23.8 | 25 | 24.9 | 17.2 | 12.7 | 11.6 | 22.1 | 20.3 | 22.6 | - | - | |
2022.07 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 49.1 | - | |
2022.07 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 52.4 | - | |
2022.07 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 49.4 | - | |
2022.07 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 52.6 | - | |
2022.07 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 56.2 | - | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 56.47 | 100 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 79.56 | 52.65 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 80.1 | 50.78 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 51.42 | 106.98 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 74.77 | 63.19 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 81.41 | 48.13 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 79.58 | 52.64 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 79.59 | 52.62 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 79.77 | 51.94 | |
2023.11 | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | - | 83.34 | 43.69 |