Continual Test-Time Adaptation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
75.98Error (%)
32
May 15, 2026
41.66Error (%)
32
May 15, 2026
35.97Error (%)
32
May 15, 2026
49.92Error (%)
16
May 15, 2026
49.49Error (%)
16
May 15, 2026
51.51Performance (Easy)
15
Mar 5, 2026
66.1Accuracy (Gaussian Corruption)
10
May 19, 2026
98.33Average Accuracy
10
May 1, 2026
87.25Average Accuracy
10
May 1, 2026
60.69Average Accuracy
10
May 1, 2026
57.66Error Rate (%)
8
May 15, 2026
57.66Error Rate
8
May 15, 2026
14.15Error Rate
8
Mar 24, 2026
29.8Mean Error
7
May 19, 2026
50.8Gaussian Noise Performance
7
Mar 4, 2026
14.15Error (%)
4
Mar 24, 2026
57.64Exact Match (EM)
4
Feb 26, 2026