Action Captioning on UWash (test)
0.868B@4XRFMamba
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XRFMamba2026.01 | 0.868 | 0.858 | 0.809 | 0.846 | 0.788 | |
| MobiDiaryfull model=true2026.01 | 0.866 | 0.904 | 0.893 | 0.908 | 0.843 | |
| MobiDiaryw/o PE=true2026.01 | 0.863 | 0.903 | 0.894 | 0.906 | 0.855 | |
| MobiDiaryw/o Conv-FFN=true2026.01 | 0.854 | 0.891 | 0.878 | 0.898 | 0.81 | |
| TimeLLM2026.01 | 0.851 | 0.885 | 0.877 | 0.899 | 0.83 | |
| ModernTCN2026.01 | 0.842 | 0.878 | 0.871 | 0.894 | 0.823 | |
| PatchTST2026.01 | 0.834 | 0.883 | 0.861 | 0.883 | 0.815 | |
| LLaSA2026.01 | 0.833 | 0.881 | 0.851 | 0.869 | 0.73 | |
| SensorLLM2026.01 | 0.828 | 0.873 | 0.844 | 0.861 | 0.71 | |
| MobiDiaryw/o patch=true2026.01 | 0.803 | 0.838 | 0.84 | 0.846 | 0.791 | |
| VTAR2026.01 | 0.685 | 0.748 | 0.701 | 0.72 | 0.643 | |
| Video Recap2026.01 | 0.676 | 0.718 | 0.694 | 0.687 | 0.628 | |
| RCG2026.01 | 0.663 | 0.719 | 0.687 | 0.699 | 0.621 | |
| Transformer2026.01 | 0.589 | 0.668 | 0.637 | 0.631 | 0.566 | |
| Attention-LSTM2026.01 | 0.498 | 0.561 | 0.554 | 0.561 | 0.491 | |
| LSTM2026.01 | 0.439 | 0.523 | 0.499 | 0.505 | 0.434 |