Few-Shot Class-Incremental Learning
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
89.2Accuracy (Session 1)
200
Jun 24, 2026
85.65Session 4 Top-1 Acc
140
May 12, 2026
86.96Accuracy (Session 1)
128
Jun 24, 2026
91.36Accuracy (S0)
111
Jun 24, 2026
88.92Session 1 Accuracy
85
Mar 17, 2026
94.02Avg Accuracy
45
May 12, 2026
100BCR
39
Feb 26, 2026
99.9BCR
39
Feb 26, 2026
84.19Session 0 Accuracy
37
Feb 26, 2026
63.58Overall Accuracy
29
Mar 4, 2026
75.6Overall Accuracy
29
Mar 4, 2026
74.2Backward Class Recall
26
Feb 26, 2026
80.5BCR
26
Feb 26, 2026
84.78Accuracy S0
21
Feb 26, 2026
83.4Session 0 Accuracy
21
Feb 26, 2026
80.92Session 0 Accuracy
20
Jun 24, 2026
53.92Session 8 Harmonic Mean
20
May 12, 2026
86.06Accuracy
20
Feb 26, 2026
87.15Accuracy
20
Feb 26, 2026
87.53Accuracy
20
Feb 26, 2026
87.35Accuracy
20
Feb 26, 2026
87.83Accuracy
20
Feb 26, 2026
87.55Accuracy
20
Feb 26, 2026
88.97Accuracy
20
Feb 26, 2026
89.39Accuracy
20
Feb 26, 2026