Few-shot classification
Benchmarks
Dataset NameSOTA methodMetricTrendResultsLast Updated
38.81-Shot Accuracy
6
May 1, 2026
681-Shot Accuracy
6
May 1, 2026
70.0216-shot Accuracy
6
Feb 26, 2026
98.21Top-1 Accuracy
6
Feb 26, 2026
97.12Accuracy
6
Feb 26, 2026
89.94Accuracy
6
Feb 26, 2026
75.33Accuracy (Sym 0.125)
5
Mar 13, 2026
88.5Accuracy (Sym 0.125)
5
Mar 13, 2026
94.2Accuracy (Sym 0.125)
5
Mar 13, 2026
63.73Accuracy (Sym 0.125)
5
Mar 13, 2026
92.07Accuracy (Sym 0.125)
5
Mar 13, 2026
31.515-way 1-shot Accuracy
5
Feb 26, 2026
79.67Accuracy
5
Feb 26, 2026
36.5Error Rate (%)
5
Feb 26, 2026
66.7Error Rate (%)
5
Feb 26, 2026
83.4Accuracy (5-way 1-shot)
5
Feb 26, 2026
1.7Average Rank
5
Feb 26, 2026
1.7Average Rank
5
Feb 26, 2026
60.5Accuracy
5
Feb 26, 2026
74.3Accuracy
5
Feb 26, 2026
95.7Accuracy
5
Feb 26, 2026
1.31TTFT Speedup
4
Jun 4, 2026
84.2Accuracy (3-shot)
4
May 26, 2026
58.3Accuracy
4
May 26, 2026
45.81-Shot Accuracy
4
Feb 26, 2026