Image Classification Calibration
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
0.01Classwise ECE
99
Jun 25, 2026
0.33Classwise ECE
84
Apr 10, 2026
0.48ECE
39
May 22, 2026
0.02ECE
35
Feb 26, 2026
1.54ECE
30
May 22, 2026
2.04ECE
30
May 22, 2026
2.12ECE
30
May 22, 2026
0.14Classwise ECE
28
Apr 10, 2026
1.39Expected Calibration Error
23
Jun 25, 2026
7.45ECE
21
Jun 25, 2026
53.81Accuracy
9
Jun 1, 2026
77.51Accuracy
9
Jun 1, 2026
89.19Accuracy
9
Jun 1, 2026
26.26Accuracy
9
Jun 1, 2026
59.87Accuracy
9
Jun 1, 2026
82.49Accuracy
9
Jun 1, 2026
0.312NLL
9
May 26, 2026
0.93CwECE
6
May 22, 2026
12.91ECE
5
Feb 26, 2026