Test-Time Adaptation on ImageNet-C severity level 5 (test)
63.6Acc (Gaussian)
CoTTA
Updated 1mo ago
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2026.06 | 63.6 | 63.8 | 64.1 | 55.5 | 51.1 | 63.6 | 55.5 | 70 | 69.4 | 71.5 | 78.5 | 46.7 | 64.5 | 73.4 | 71.2 | 64.2 | |
2026.06 | 61.5 | 63.2 | 63.3 | 59.3 | 56.7 | 61.4 | 57.7 | 69.4 | 69.6 | 73.4 | 81.1 | 67.7 | 62.7 | 73.9 | 73 | 66.3 | |
2026.06 | 61.3 | 62.8 | 63.2 | 55.9 | 55.7 | 62.7 | 61.7 | 70.8 | 68.8 | 73.5 | 80.8 | 62.3 | 67.8 | 74.8 | 73 | 66.3 | |
2026.06 | 60.3 | 61.6 | 61.8 | 59.2 | 56.5 | 63.5 | 59.2 | 54.3 | 64.5 | 2.3 | 79.1 | 67.4 | 61.5 | 72.5 | 70.6 | 59.6 | |
2026.06 | 59.8 | 61.5 | 61.1 | 57.4 | 59 | 64.5 | 61.9 | 69.1 | 66.7 | 69.5 | 78.9 | 65.3 | 69.6 | 74 | 72.5 | 66.4 | |
2026.06 | 59.2 | 60.5 | 60.7 | 57.5 | 55.6 | 61.8 | 57.6 | 65.9 | 63.5 | 69.1 | 78.7 | 45.7 | 62.4 | 71.9 | 70.3 | 62.7 | |
2026.06 | 58.8 | 60.7 | 60.6 | 58.8 | 58.7 | 64.7 | 64.4 | 70.5 | 68.9 | 72.7 | 79.9 | 62.2 | 70.8 | 75.8 | 73 | 66.7 | |
2026.06 | 56.8 | 56.8 | 57.5 | 46.9 | 35.6 | 53.1 | 44.8 | 62.2 | 62.5 | 65.7 | 77.7 | 32.6 | 46 | 67 | 67.6 | 55.5 | |
2026.06 | 48.4 | 52.6 | 53.2 | 39.3 | 45.4 | 49.1 | 53.3 | 58 | 60.5 | 65.1 | 75.8 | 57 | 59.8 | 65.9 | 66.8 | 56.7 | |
2026.06 | 48.3 | 50.9 | 51.6 | 43.8 | 42 | 50.1 | 52.6 | 57.9 | 59.5 | 64.6 | 76.3 | 52.4 | 55.2 | 63.9 | 66.9 | 55.7 | |
2026.06 | 44.7 | 48.8 | 50.5 | 37.3 | 37.1 | 46.3 | 49.2 | 52.4 | 56.5 | 59 | 73.8 | 54.4 | 41.8 | 59.4 | 63.4 | 51.6 | |
2026.06 | 44.7 | 48.7 | 50.3 | 36.9 | 37.2 | 46 | 49.1 | 52.3 | 56.5 | 58.9 | 73.6 | 53.9 | 40.9 | 59.6 | 63.2 | 51.5 | |
2026.06 | 44.7 | 48.8 | 50.3 | 37.2 | 37.4 | 46.3 | 49.1 | 52.2 | 56.4 | 58.7 | 73.2 | 53.9 | 41.9 | 59 | 63 | 51.5 | |
2026.06 | 44.6 | 48.6 | 50.2 | 36.8 | 37.4 | 46 | 49 | 52.1 | 56.4 | 58.6 | 73.1 | 53.4 | 40.9 | 59.1 | 62.9 | 51.3 | |
2026.06 | 44.5 | 48.5 | 50.1 | 35.5 | 34.9 | 45.4 | 48.8 | 51.9 | 56.2 | 58.4 | 73.3 | 52.9 | 40.5 | 59.2 | 63.1 | 50.9 | |
2026.06 | 44.5 | 48.4 | 50 | 35.4 | 35.2 | 45.3 | 48.7 | 51.7 | 56 | 58.1 | 72.8 | 52.4 | 40.6 | 58.7 | 62.8 | 50.7 | |
2026.06 | 43.4 | 46.9 | 48.1 | 32.3 | 33.7 | 43.3 | 46.7 | 50.2 | 55.2 | 57.9 | 72.9 | 50 | 36.3 | 57.9 | 63.6 | 49.2 | |
2026.06 | 43.4 | 46.8 | 48 | 32.2 | 33.9 | 43.2 | 46.6 | 50.1 | 55.2 | 57.7 | 72.6 | 49.7 | 36.3 | 57.6 | 63.2 | 49.1 | |
2026.06 | 43.2 | 47.1 | 48.8 | 39.1 | 34.4 | 45.5 | 46.6 | 50.5 | 53.6 | 60.5 | 74.1 | 55.1 | 7.6 | 2.6 | 0.2 | 40.6 | |
2026.06 | 41.6 | 41.1 | 41.5 | 35.4 | 15.9 | 37.1 | 37.2 | 43.4 | 53.2 | 45 | 73.3 | 41.9 | 25.2 | 56.3 | 60.6 | 43.2 | |
2026.06 | 41.6 | 44.8 | 46.8 | 32.5 | 23.5 | 40.1 | 42.6 | 47.7 | 50.8 | 59.5 | 72.7 | 50.1 | 9.2 | 48.5 | 58.6 | 45.6 | |
2026.06 | 41.6 | 41.2 | 41.6 | 36.1 | 16.1 | 37.2 | 37.8 | 43.8 | 52.5 | 45.4 | 73.2 | 42.3 | 25.6 | 56.7 | 60.9 | 43.5 | |
2026.06 | 41.6 | 41.2 | 41.6 | 36.1 | 16.1 | 37.2 | 37.8 | 43.8 | 52.5 | 45.4 | 73.2 | 42.4 | 25.6 | 56.7 | 60.9 | 43.5 |