Few-Shot Class-Incremental Learning
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
0.934Accuracy (Session 0)
8
Feb 26, 2026
84.6Accuracy (Session 0)
8
Feb 26, 2026
61.31Accuracy (Session 0)
7
May 12, 2026
76.95Accuracy Session 0
7
May 12, 2026
81.87Session 0 Accuracy
7
Mar 24, 2026
75.37Session 0 Accuracy
7
Mar 24, 2026
76.55Accuracy (Session 0)
7
Mar 24, 2026
96.68A_Base
7
Feb 26, 2026
84.21Base Acc
7
Feb 26, 2026
100Accuracy (t=0)
6
Jun 4, 2026
44.54Session 0 Accuracy
6
Mar 27, 2026
96.65Accuracy (Session 0)
6
Mar 27, 2026
47.56Average Accuracy
5
May 12, 2026
70.67Last Accuracy
5
Apr 20, 2026
69.02Last Accuracy
5
Apr 20, 2026
66.52Last Accuracy
5
Apr 20, 2026
60.82Last Accuracy
5
Apr 20, 2026
96.68Accuracy (Base Session)
4
Feb 26, 2026
90.88Accuracy (Base Session)
4
Feb 26, 2026
82.55Session 0 Accuracy
4
Feb 26, 2026
84.02Average Accuracy (AA)
3
May 13, 2026
45.68Average Accuracy
3
May 12, 2026
86.74Average Accuracy
3
May 12, 2026
75.25Base Accuracy
3
Mar 4, 2026
37.98Base Accuracy
3
Feb 26, 2026