Few-shot Action Recognition
Benchmarks
DatasetSOTA methodMetricTrendResultsLast updated
86.1Accuracy
46
Feb 26, 2026
69Accuracy
38
Feb 26, 2026
90.6Accuracy
27
Mar 20, 2026
99.5Accuracy
27
Mar 20, 2026
97.3Accuracy
27
Mar 20, 2026
89.9Accuracy (SS 5-shot v2)
25
Mar 20, 2026
89.9Accuracy
23
Mar 20, 2026
97.7Accuracy
23
Mar 20, 2026
91.8Accuracy
23
Mar 20, 2026
67.2Accuracy
22
Mar 20, 2026
96.4Accuracy (5-shot)
22
May 28, 2026
98.3Accuracy
21
Feb 26, 2026
82.6Accuracy
21
Feb 26, 2026
76Accuracy
21
Feb 26, 2026
99.3Accuracy (5-shot)
20
May 28, 2026
88.6Accuracy (5-shot)
20
May 28, 2026
74.85-shot Accuracy
18
May 28, 2026
59.8Accuracy
15
Feb 26, 2026
32.2Accuracy (20 classes)
11
May 26, 2026
56.9Accuracy (10 classes)
11
May 26, 2026
0.99Accuracy
10
Feb 26, 2026
87.1Accuracy
10
Feb 26, 2026
42Accuracy
9
May 26, 2026
35.5Accuracy
9
May 26, 2026
97.5Accuracy (5-way 1-shot)
9
Feb 26, 2026