Few-shot Action Recognition on NTU-60
56.9Accuracy (10 classes)uDTW
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| uDTWLearning Setting=Supervised, Evaluation Protocol=One-shot2026.05 | 56.9 | 61.2 | 64.8 | 68.3 | 72.4 | |
| TAPLearning Setting=Supervised, Evaluation Protocol=One-shot2026.05 | 54.2 | 57.3 | 61.7 | 64.7 | 68.3 | |
| sDTW div.Learning Setting=Supervised, Evaluation Protocol=One-shot2026.05 | 54 | 57.3 | 62.1 | 65.7 | 69 | |
| sDTWLearning Setting=Supervised, Evaluation Protocol=One-shot2026.05 | 53.7 | 56.2 | 60 | 63.9 | 67.8 | |
| ProtoNetLearning Setting=Supervised, Evaluation Protocol=One-shot2026.05 | 47.2 | 51.1 | 54.3 | 58.9 | 63 | |
| MatchNetsLearning Setting=Supervised, Evaluation Protocol=One-shot2026.05 | 46.1 | 48.6 | 53.3 | 56.3 | 58.8 | |
| EuclideanLearning Setting=Supervised, Evaluation Protocol=One-shot2026.05 | 38.5 | 42.2 | 45.1 | 48.3 | 50.9 | |
| uDTWLearning Setting=Unsupervised, Evaluation Protocol=One-shot2026.05 | 37 | 48.3 | 55.3 | 58 | 63.3 | |
| sDTW div.Learning Setting=Unsupervised, Evaluation Protocol=One-shot2026.05 | 36 | 46.1 | 54 | 57.2 | 62 | |
| sDTWLearning Setting=Unsupervised, Evaluation Protocol=One-shot2026.05 | 35.6 | 45.2 | 53.3 | 56.7 | 61.7 | |
| EuclideanLearning Setting=Unsupervised, Evaluation Protocol=One-shot2026.05 | 20.9 | 23.7 | 26.3 | 30 | 33.1 |