Cross-Domain Few-Shot Action Recognition on CDFSAR (HMDB, SSV2, Diving, UCF, RareAct) (test)
73.71Accuracy (HMDB)TAMT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TAMTK-shot=20, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 73.71 | 55.45 | 42.68 | 91.38 | 63.27 | 65.3 | |
| TAMTK-shot=5, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 61.76 | 48.9 | 38.33 | 87.76 | 52.81 | 57.91 | |
| DMSD+K-shot=5, N-way=5-way, Backbone=ResNet-18, Resolution=224x224, Source Dataset=K-1002024.11 | 54.9 | 32.1 | 42.28 | 81.9 | 53.3 | 52.9 | |
| SEEN+K-shot=5, N-way=5-way, Backbone=ResNet-18, Resolution=224x224, Source Dataset=K-1002024.11 | 52.8 | 31.2 | 40.9 | 79.6 | 50.2 | 50.94 | |
| TAMTK-shot=1, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 47.02 | 34.45 | 27.04 | 72.38 | 36.04 | 43.39 | |
| CDFSL-VK-shot=20, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 36.89 | 18.72 | 17.81 | 39.92 | 42.51 | 31.17 | |
| DD++K-shot=20, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 33.09 | 17.56 | 17.33 | 36.72 | 39.97 | 28.93 | |
| STARTUP++K-shot=20, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 30.48 | 17.15 | 17.3 | 34.02 | 38.45 | 27.48 | |
| CDFSL-VK-shot=5, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 29.8 | 17.21 | 16.37 | 36.53 | 33.91 | 26.76 | |
| DD++K-shot=5, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 25.99 | 16 | 16.24 | 34.1 | 31.2 | 24.71 | |
| STARTUP++K-shot=5, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 24.97 | 15.16 | 14.55 | 32.2 | 31.77 | 23.73 | |
| CDFSL-VK-shot=1, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 18.59 | 16.01 | 14.11 | 27.78 | 20.06 | 19.31 | |
| DD++K-shot=1, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 17.44 | 14.96 | 13.73 | 26.04 | 19.02 | 18.24 | |
| STARTUP++K-shot=1, N-way=5-way, Backbone=ViT-S, Resolution=112x112, Source Dataset=K-1002024.11 | 16.66 | 14.17 | 13.13 | 24.48 | 17.21 | 17.13 |