Exemplar-Free Class-Incremental Learning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
66.61Avg Top-1 Inc Acc
112
Jun 26, 2026
54.8Top-1 Acc (Inc)
98
Jun 26, 2026
66.3Average Incremental Accuracy (Aavg)
39
Mar 20, 2026
72.2Top-1 Incremental Acc
34
Jun 26, 2026
60.2Accuracy Last (Alast)
30
Feb 26, 2026
65A_last
30
Feb 26, 2026
36.5Avg Increment
18
Feb 26, 2026
36.5Alast
16
Feb 26, 2026
63.4Aavg
15
Mar 20, 2026
39.88Average Accuracy (AA)
13
Mar 24, 2026
26.53Average Accuracy (AA)
13
Mar 24, 2026
50.75Average Accuracy (AA)
13
Mar 24, 2026
45.18AA
13
Mar 24, 2026
49.34Average Accuracy (AA)
12
Mar 24, 2026
66.1Top-1 Incremental Accuracy
12
Feb 26, 2026
42.6Alast
10
Jun 26, 2026
51.1Alast
10
Feb 26, 2026
31.3Alast
10
Jun 26, 2026
17.4Alast
10
Feb 26, 2026
30.4Alast
10
Feb 26, 2026
34.8Last Accuracy
9
Feb 26, 2026
47.5Last Accuracy (Alast)
9
Feb 26, 2026
53.3Last Accuracy
9
Feb 26, 2026
47.4Last Accuracy (Alast)
9
Feb 26, 2026
55.8Alast
9
Feb 26, 2026