Action Recognition on Sports-DA (test)
0.979Accuracy (U -> S)Target Only
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Target OnlyProtocol=Supervised (Target Only), Backbone=UMT2023.12 | 0.979 | 0.979 | 0.988 | 0.988 | 0.999 | 0.999 | 0.989 | |
| DALL-VProtocol=SFUDA (Upper Bound), Backbone=ResNet-502023.12 | 0.883 | 0.883 | 0.934 | 0.934 | 0.856 | 0.856 | 0.891 | |
| UNITEProtocol=UDA, Backbone=UMT, Stage=Full pipeline2023.12 | 0.86 | 0.902 | 0.987 | 0.998 | 0.942 | 0.953 | 0.94 | |
| CLIPProtocol=Zero-shot, Backbone=ViT-B/162023.12 | 0.85 | 0.85 | 0.933 | 0.933 | 0.913 | 0.913 | 0.899 | |
| DALL-VProtocol=SFUDA, Backbone=ResNet-502023.12 | 0.759 | 0.777 | 0.888 | 0.88 | 0.812 | 0.823 | 0.823 | |
| UNITE w/o CSTProtocol=UDA, Backbone=UMT, Stage=After Stage 22023.12 | 0.739 | 0.873 | 0.982 | 0.992 | 0.846 | 0.902 | 0.889 | |
| EXTERNProtocol=SFUDA2023.12 | 0.727 | 0.738 | 0.954 | 0.937 | 0.812 | 0.822 | 0.832 | |
| Source OnlyProtocol=Supervised (Source Only), Backbone=UMT2023.12 | 0.676 | 0.868 | 0.979 | 0.989 | 0.799 | 0.891 | 0.867 | |
| DALL-VProtocol=SFUDA (Lower Bound), Backbone=ResNet-502023.12 | 0.643 | 0.795 | 0.844 | 0.854 | 0.672 | 0.782 | 0.765 | |
| MK-MMDProtocol=UDA2023.12 | 0.556 | 0.679 | 0.909 | 0.902 | 0.661 | 0.736 | 0.74 | |
| DANNProtocol=UDA2023.12 | 0.551 | 0.75 | 0.857 | 0.88 | 0.659 | 0.734 | 0.738 | |
| TA3NProtocol=UDA2023.12 | 0.541 | 0.686 | 0.93 | 0.903 | 0.636 | 0.726 | 0.737 | |
| ATCONProtocol=SFUDA2023.12 | 0.479 | 0.697 | 0.906 | 0.936 | 0.652 | 0.76 | 0.738 |