Few-shot classification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
90Accuracy
8
May 20, 2026
33.82Best Accuracy (5-way 1-shot)
8
Jul 7, 2026
41.91Best Accuracy (5-way 1-shot)
8
Apr 13, 2026
47.34Accuracy (5-way 5-shot)
8
Feb 26, 2026
88.24Accuracy (5-way 5-shot)
8
Feb 26, 2026
83.1Unbalanced 1-Shot Acc
8
Feb 26, 2026
0.911Acc (5^0)
8
Feb 26, 2026
36.5Error Rate
8
Feb 26, 2026
74.6Accuracy (S^0)
8
Feb 26, 2026
87.2Accuracy (S^0)
8
Feb 26, 2026
32.57ChestX Accuracy (FS)
8
Feb 26, 2026
78.19Accuracy
8
Feb 26, 2026
56.76Top-5 Acc (N'=1)
8
Feb 26, 2026
57.85Accuracy
7
Feb 26, 2026
66.335-shot Accuracy
7
Feb 26, 2026
41.74Accuracy
7
Feb 26, 2026
41.99Accuracy
7
Feb 26, 2026
66.84Accuracy
7
Feb 26, 2026
69.14Accuracy
7
Feb 26, 2026
0.699Accuracy
7
Feb 26, 2026
0.866Accuracy
7
Feb 26, 2026
61.251-Shot Accuracy
6
May 26, 2026
64.721-Shot Accuracy
6
May 26, 2026
62.37Accuracy
6
May 26, 2026
68.47Accuracy
6
May 26, 2026