Human Motion Forecasting on GTA-IM (test)
15.8Path Error (0.5s)Mutual Distance Prediction
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Mutual Distance PredictionGround Truth Trajectory=true2023.10 | 15.8 | 18.9 | 20.5 | 23 | 19.6 | 20.4 | 23.8 | 25.8 | 28.2 | 24.5 | |
| HUMOFMethod=Ours2025.06 | 29.4 | 55.9 | 91.7 | 139.2 | 62.9 | 27 | 40.3 | 50.7 | 61.5 | 38.7 | |
| STAGGround Truth Trajectory=true2023.10 | 32.7 | 43.3 | 49.4 | 68.1 | 48.4 | 31 | 37.2 | 41.5 | 48.3 | 39.5 | |
| Mutual Distance Prediction2023.10 | 34.4 | 65.9 | 104 | 155.6 | 89.9 | 31 | 46.8 | 58.9 | 70.7 | 51.9 | |
| MutualDistanceMethod=MutualDistance *2025.06 | 34.4 | 65.9 | 104 | 155.6 | 72 | 31 | 46.8 | 58.9 | 70.7 | 44.6 | |
| ContAwareGround Truth Trajectory=true2023.10 | 34.5 | 46 | 49.7 | 67.6 | 49.5 | 36.3 | 44.3 | 48.7 | 53.9 | 45.8 | |
| SASTMethod=SAST2025.06 | 41 | 77.4 | 123.1 | 181.8 | 85.2 | 28.2 | 41 | 53.6 | 66.8 | 41.5 | |
| STAG2023.10 | 43.2 | 79.8 | 119.9 | 176.4 | 104.8 | 35.4 | 48.7 | 59.8 | 73.5 | 54.4 | |
| STAGMethod=STAG *2025.06 | 43.2 | 79.8 | 119.9 | 176.4 | 83.4 | 35.4 | 48.7 | 59.8 | 73.5 | 47 | |
| ContAware2023.10 | 44.5 | 82.6 | 125.6 | 182.9 | 108.9 | 40.1 | 54.1 | 65.2 | 77.2 | 59.2 | |
| ContAwareMethod=ContAware *2025.06 | 44.5 | 82.6 | 125.6 | 182.9 | 87.1 | 40.1 | 54.1 | 65.2 | 77.2 | 51.8 | |
| SLTadapted_official_code=true2022.10 | 45.9 | 117 | 186.7 | 267.1 | 121.8 | 70.8 | 181.4 | 150.2 | 196 | 112.6 | |
| Contact-aware Human Motion Forecastingcontact_maps=ground-truth2022.10 | 52.4 | 77.8 | 95.8 | 129.5 | 74.1 | 49.8 | 64.8 | 70.4 | 78.3 | 58.2 | |
| GIMO2023.10 | 52.7 | 97.8 | 160.6 | 241.7 | 138.2 | 47.9 | 60.7 | 71.1 | 82.7 | 65.6 | |
| GIMOMethod=GIMO *2025.06 | 52.7 | 97.8 | 160.6 | 241.7 | 110.3 | 47.9 | 60.7 | 71.1 | 82.7 | 59.9 | |
| Contact-aware Human Motion Forecastingcontact_maps=predicted2022.10 | 58 | 103.2 | 154.9 | 221.7 | 108.4 | 50.8 | 67.5 | 75.5 | 86.9 | 61.4 | |
| Contact-aware Human Motion Forecastingcontact_maps=none2022.10 | 61.1 | 111.7 | 171 | 249 | 118.8 | 57.8 | 74.8 | 82.4 | 98.1 | 68.2 | |
| LTD2022.10 | 67 | 119.3 | 207.6 | 375.6 | 147.4 | 67.5 | 93.8 | 98.9 | 103.5 | 80.5 | |
| DMGNN2022.10 | 82.7 | 158 | 227.8 | 286.9 | 156.2 | 47.5 | 69.1 | 85.6 | 95.3 | 64.9 |