Few-shot Image Classification
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
99Accuracy
235
Feb 26, 2026
0.95Accuracy
190
May 26, 2026
99.07Accuracy
117
Apr 28, 2026
98.1Accuracy
86
Feb 26, 2026
3.03Accuracy Difference
69
Apr 20, 2026
83.8Average Accuracy
69
Mar 26, 2026
90.57Accuracy
69
Feb 26, 2026
0.826Top-5 Acc
59
Feb 26, 2026
80Accuracy
56
Feb 26, 2026
83.6Accuracy
51
May 22, 2026
87.41Average Accuracy (Few-shot)
47
Apr 10, 2026
63.63Accuracy
46
Feb 26, 2026
73.69Accuracy (0% noise)
46
Feb 26, 2026
94.87Accuracy
46
Feb 26, 2026
93.21Accuracy
46
Feb 26, 2026
98.14Accuracy
45
Feb 26, 2026
83.6Top-5 Acc
44
Feb 26, 2026
0.72Accuracy
42
Feb 26, 2026
97.2Omniglot Accuracy
40
Feb 26, 2026
28.93ChestX Accuracy
38
Mar 6, 2026
23.98ChestX Accuracy
38
Mar 6, 2026
79.4Average Accuracy (AA)
36
May 15, 2026
72.5Accuracy
36
Mar 12, 2026
55.12Accuracy
36
Feb 26, 2026
69.8Accuracy
35
Feb 27, 2026