Test-time adaptation
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
61.9Accuracy (Gaussian Noise)
47
Jun 2, 2026
71.22Accuracy
38
Feb 26, 2026
63.6Acc (Gaussian)
23
Jun 9, 2026
34.15Accuracy
18
May 20, 2026
38.65Accuracy (ImageNet-C, γ=10⁻¹)
18
May 20, 2026
80.38Accuracy
16
May 1, 2026
73Acc (Gauss.)
14
Feb 26, 2026
66.1Accuracy
10
May 20, 2026
50.9Avg Error Rate
10
Feb 26, 2026
37Avg Error Rate
10
Feb 26, 2026
11.7Avg Error Rate
10
Feb 26, 2026
64.5Accuracy
9
Mar 11, 2026
88.28iNaturalist AccS
8
Jun 25, 2026
88.35iNaturalist Accuracy (S)
8
Jun 25, 2026
65.51iNaturalist AccS
8
Jun 25, 2026
58.56iNaturalist Acc (S)
8
Jun 25, 2026
33.8Error Rate (Round 1)
7
Mar 24, 2026
66.6Accuracy
7
Mar 17, 2026
91.9Semantic Consistency (PAC)
6
Apr 20, 2026
50.5Top-1 Accuracy
6
Mar 6, 2026
64.1Top-1 Accuracy
6
Mar 6, 2026
20.8Semantic Consistency (PAC)
5
Apr 20, 2026
1.2Bit Error
5
Mar 10, 2026
69.64Accuracy (R → C)
5
Mar 10, 2026