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Benchmarks
Few-Shot Class-Incremental Learning on FGVC-Aircraft (test)
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82.55
Session 0 Accuracy
C-FSCIL
69.8308
73.1329
76.435
79.7371
Jan 13, 2026
Session 0 Accuracy
Session 1 Accuracy
Session 2 Accuracy
Session 3 Accuracy
Session 4 Accuracy
Session 5 Accuracy
Session 6 Accuracy
Session 7 Accuracy
Session 8 Accuracy
Average Accuracy
Average Improvement
Updated 4d ago
Evaluation Results
Method
Method
Links
Session 0 Accuracy
Session 1 Accuracy
Session 2 Accuracy
Session 3 Accuracy
Session 4 Accuracy
Session 5 Accuracy
Session 6 Accuracy
Session 7 Accuracy
Session 8 Accuracy
Average Accuracy
Average Improvement
C-FSCIL
2026.01
82.55
74.33
71.88
68.72
65.34
62.16
59.19
56.14
52.76
65.79
1.56
SDC
2026.01
82.55
75.66
73
70.12
66.39
64.73
61.33
58
54.37
67.35
-
NC-FSCIL
2026.01
81.7
74.97
72.14
69.23
65.72
63.01
59.93
57.67
53.23
66.4
0.95
EEIL
2026.01
70.32
55.31
49.28
45.87
38.11
28.56
26.83
25.77
25.45
40.61
26.74
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