Human Motion Forecasting on HUMANISE (Unseen Scenes)
24.8Path Error (mm) @ 0.5sMutual Distance Prediction
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Mutual Distance PredictionGround truth mutual distance=true2023.10 | 24.8 | 35.5 | 23.6 | 80.2 | 121.5 | 76.2 | |
| STAGGround truth contact=true2023.10 | 37.7 | 62.2 | 36.6 | 85.1 | 122.7 | 79.4 | |
| ContAwareGround truth contact=true2023.10 | 38.2 | 61.8 | 36.4 | 90.3 | 122 | 84.2 | |
| HUMOFMethod=Ours2025.06 | 39.5 | 88.1 | 43.4 | 69.8 | 109.3 | 66.2 | |
| Mutual Distance Prediction2023.10 | 46.7 | 100.2 | 50.1 | 84.3 | 131.8 | 80.6 | |
| MutualDistanceMethod=MutualDistance *2025.06 | 46.7 | 100.2 | 50.1 | 84.3 | 131.8 | 80.6 | |
| ContAwareAdapted training strategy=true2023.10 | 53.1 | 124 | 58.7 | 94 | 139.1 | 90.3 | |
| ContAwareMethod=ContAware *2025.06 | 53.1 | 124 | 58.7 | 94 | 139.1 | 90.3 | |
| STAGAdapted training strategy=true2023.10 | 57 | 131.5 | 63.2 | 89.9 | 137.7 | 85.6 | |
| STAGMethod=STAG *2025.06 | 57 | 131.5 | 63.2 | 89.9 | 137.7 | 85.6 | |
| SASTMethod=SAST2025.06 | 57.2 | 129.1 | 63.7 | 90.6 | 124.7 | 86.7 | |
| GIMOWithout gaze=true2023.10 | 77.7 | 144 | 80.2 | 146.3 | 159.4 | 146.5 | |
| GIMOMethod=GIMO *2025.06 | 77.7 | 144 | 80.2 | 146.3 | 159.4 | 146.5 |