Class-incremental learning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
78.62Final Average Accuracy (FAA)
53
Apr 23, 2026
88.21Average Accuracy
52
May 28, 2026
95.68FAA
49
Apr 29, 2026
36.84Accuracy
48
Feb 26, 2026
50.57Accuracy
48
Feb 26, 2026
40.26Avg Acc
48
Feb 26, 2026
90.6Avg Accuracy
45
Feb 27, 2026
97.9FAA
45
May 13, 2026
86.7Accuracy (100 classes)
44
Jun 25, 2026
54.1Last Accuracy (Alast)
42
Jun 5, 2026
86.64Avg Incremental Acc
42
Feb 27, 2026
92.62Average Accuracy
41
Jun 30, 2026
0.86Avg Accuracy
41
Jun 25, 2026
74.89Accuracy Last
41
May 14, 2026
81.49Last Step Top-1 Acc
41
Jul 3, 2026
81.49Last Step Top-1 Acc
41
Jul 3, 2026
95.02CAA
41
Feb 26, 2026
86.61Avg Accuracy (A_T)
40
May 13, 2026
82.38Class Accuracy
40
May 13, 2026
76.8Accuracy
40
Feb 26, 2026
92.62Last Accuracy
39
Apr 14, 2026
98.25FAA
39
Feb 26, 2026
99.05Accuracy
38
Apr 29, 2026
54.86Accuracy (Last)
38
Feb 26, 2026
88.06Last-task Accuracy (A_T)
36
Mar 12, 2026