Few-shot classification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
99.7Accuracy
20
Jun 30, 2026
100Accuracy
20
Jun 30, 2026
94.4Accuracy
20
Jun 30, 2026
100Accuracy (Few-Shot)
20
Jun 30, 2026
82Accuracy
20
Jun 30, 2026
0.45ECE
20
Feb 26, 2026
95.22Accuracy
20
Feb 26, 2026
65AA
19
May 15, 2026
76.4Accuracy (Few-shot)
19
Feb 26, 2026
0.67AUROC
18
Jul 3, 2026
75.3Accuracy
18
Jun 30, 2026
0.856Accuracy
18
Feb 26, 2026
92.83Accuracy
18
Feb 26, 2026
41.41Accuracy (1-Shot)
18
Feb 26, 2026
74.7Accuracy
18
Feb 26, 2026
76.7Accuracy
18
Feb 26, 2026
77.7Average Accuracy (AA)
17
May 15, 2026
77.8Acc (Unbalanced, 1-shot)
17
Feb 26, 2026
56.38Accuracy (5-way 1-shot)
16
May 15, 2026
55.95Accuracy (ISIC, 5-way 5-shot)
16
May 13, 2026
59.01Accuracy
16
Feb 26, 2026
75.97Accuracy
16
Feb 26, 2026
51.67Accuracy
16
Feb 26, 2026
87.65Accuracy
16
Feb 26, 2026
99.06Accuracy
16
Feb 26, 2026