Continual Test-Time Adaptation on Kinetics50-C (test)
50.8Gaussian Noise PerformanceDASP
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DASPModality=Video2026.02 | 50.8 | 52.4 | 52 | 69.2 | 70.4 | 71.5 | 71.1 | 65.3 | 68.6 | 66.3 | 75.2 | 57.7 | 71.1 | 70.2 | 67.8 | 65.3 | |
| TSAModality=Video2026.02 | 50.7 | 52.3 | 52.7 | 67.5 | 67.2 | 68.7 | 67.8 | 62.7 | 65.9 | 59.9 | 71.3 | 54.3 | 67 | 64.8 | 62.9 | 62.4 | |
| READModality=Video2026.02 | 49.9 | 51.2 | 52 | 68.6 | 66.6 | 69.3 | 67.6 | 61.9 | 63.9 | 59 | 69.1 | 52.5 | 65.3 | 60.3 | 59.3 | 61.1 | |
| EATAModality=Video2026.02 | 47 | 47.9 | 47 | 67.4 | 63.3 | 71.6 | 68.5 | 61.8 | 65 | 59.3 | 74.2 | 53 | 69.9 | 64.9 | 61.9 | 61.5 | |
| SARModality=Video2026.02 | 47 | 48 | 46.8 | 66.2 | 62.2 | 70.7 | 66.8 | 60.2 | 60.6 | 49.8 | 74.9 | 51 | 66.5 | 65 | 61.1 | 59.8 | |
| SourceModality=Video2026.02 | 46.8 | 48 | 46.9 | 67.5 | 62.2 | 70.8 | 66.7 | 61.6 | 60.3 | 46.7 | 75.2 | 52.1 | 65.7 | 66.5 | 61.9 | 59.9 | |
| TentModality=Video2026.02 | 46.2 | 45.8 | 43.1 | 62.5 | 61.9 | 65.6 | 64.1 | 55 | 56.9 | 40.1 | 40.4 | 23.6 | 14.6 | 4.5 | 3.4 | 41.8 |