Cross-Position Human Activity Recognition on DSADS
84.14Micro F1 ScoreCALDA
Evaluation Results
| Method | Links | |
|---|---|---|
| CALDATask (Source → Target)=Torso, RA, LA, LL→RL2025.05 | 84.14 | |
| DANTask (Source → Target)=Torso, RA, RL, LL→LA2025.05 | 78.18 | |
| VaCDATask (Source → Target)=Torso, RA, RL, LL→LA2025.05 | 75.85 | |
| CoDATSTask (Source → Target)=Torso, RA, LA, LL→RL2025.05 | 73.33 | |
| VaCDATask (Source → Target)=Torso, LA, RL, LL→RA2025.05 | 73.02 | |
| VaCDATask (Source → Target)=Average2025.05 | 69.13 | |
| CoDATSTask (Source → Target)=Torso, LA, RL, LL→RA2025.05 | 68.17 | |
| VaCDATask (Source → Target)=RA, LA, RL, LL→Torso2025.05 | 66.94 | |
| VaCDATask (Source → Target)=Torso, RA, LA, RL→LL2025.05 | 66.77 | |
| DANTask (Source → Target)=Torso, LA, RL, LL→RA2025.05 | 66.32 | |
| CALDATask (Source → Target)=Average2025.05 | 66.02 | |
| CALDATask (Source → Target)=Torso, LA, RL, LL→RA2025.05 | 66.01 | |
| CALDATask (Source → Target)=Torso, RA, RL, LL→LA2025.05 | 65.94 | |
| DANTask (Source → Target)=Average2025.05 | 65.76 | |
| CALDATask (Source → Target)=Torso, RA, LA, RL→LL2025.05 | 65.06 | |
| CoDATSTask (Source → Target)=Torso, RA, RL, LL→LA2025.05 | 64.95 | |
| CoDATSTask (Source → Target)=Average2025.05 | 63.5 | |
| CoDATSTask (Source → Target)=Torso, RA, LA, RL→LL2025.05 | 63.19 | |
| VaCDATask (Source → Target)=Torso, RA, LA, LL→RL2025.05 | 63.07 | |
| DANTask (Source → Target)=RA, LA, RL, LL→Torso2025.05 | 63.02 | |
| DANTask (Source → Target)=Torso, RA, LA, LL→RL2025.05 | 62.19 | |
| STranGANTask (Source → Target)=Torso, LA, RL, LL→RA2025.05 | 60.67 | |
| D.CORALTask (Source → Target)=Torso, LA, RL, LL→RA2025.05 | 60.65 | |
| CrossHARTask (Source → Target)=Torso, RA, LA, RL→LL2025.05 | 60.54 | |
| STranGANTask (Source → Target)=Torso, RA, RL, LL→LA2025.05 | 59.87 | |
| DANTask (Source → Target)=Torso, RA, LA, RL→LL2025.05 | 59.09 | |
| CrossHARTask (Source → Target)=Torso, RA, LA, LL→RL2025.05 | 58.08 | |
| CrossHARTask (Source → Target)=Torso, RA, RL, LL→LA2025.05 | 57.26 | |
| D.CORALTask (Source → Target)=Torso, RA, RL, LL→LA2025.05 | 54.93 | |
| STranGANTask (Source → Target)=Average2025.05 | 53.9 | |
| STranGANTask (Source → Target)=Torso, RA, LA, RL→LL2025.05 | 53.83 | |
| CrossHARTask (Source → Target)=Average2025.05 | 52.88 | |
| STranGANTask (Source → Target)=Torso, RA, LA, LL→RL2025.05 | 51.05 | |
| CALDATask (Source → Target)=RA, LA, RL, LL→Torso2025.05 | 48.95 | |
| D.CORALTask (Source → Target)=Average2025.05 | 48.09 | |
| CoDATSTask (Source → Target)=RA, LA, RL, LL→Torso2025.05 | 47.85 | |
| CrossHARTask (Source → Target)=Torso, LA, RL, LL→RA2025.05 | 46.72 | |
| STranGANTask (Source → Target)=RA, LA, RL, LL→Torso2025.05 | 44.08 | |
| D.CORALTask (Source → Target)=Torso, RA, LA, LL→RL2025.05 | 43.22 | |
| D.CORALTask (Source → Target)=Torso, RA, LA, RL→LL2025.05 | 41.97 | |
| CrossHARTask (Source → Target)=RA, LA, RL, LL→Torso2025.05 | 41.78 | |
| D.CORALTask (Source → Target)=RA, LA, RL, LL→Torso2025.05 | 39.67 |