3D Human Pose Forecasting on Human3.6M (test)
0.426ADECoMusion
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoMusionNumber of forecasts=72024.12 | 0.426 | — | — | — | — | — | — | — | — | 7.32 | 0.613 | 0.531 | 0.623 | |
| BeLFusionNumber of forecasts=72024.12 | 0.441 | — | — | — | — | — | — | — | — | 7.11 | 0.597 | 0.491 | 0.586 | |
| DLowNumber of forecasts=72024.12 | 0.445 | — | — | — | — | — | — | — | — | 11.77 | 0.73 | 0.576 | 0.715 | |
| MotionMapNumber of forecasts=72024.12 | 0.474 | — | — | — | — | — | — | — | — | 7.84 | 0.598 | 0.466 | 0.532 | |
| DivSampNumber of forecasts=72024.12 | 0.48 | — | — | — | — | — | — | — | — | 15.73 | 0.685 | 0.542 | 0.671 | |
| STARSNumber of forecasts=72024.12 | 0.508 | — | — | — | — | — | — | — | — | 15.85 | 0.697 | 0.551 | 0.686 | |
| GSPSNumber of forecasts=72024.12 | 0.512 | — | — | — | — | — | — | — | — | 14.97 | 0.684 | 0.55 | 0.665 | |
| TPKNumber of forecasts=72024.12 | 0.534 | — | — | — | — | — | — | — | — | 6.53 | 0.691 | 0.559 | 0.675 | |
| Zero-Velocity2024.12 | 0.597 | — | — | — | — | — | — | — | — | — | 0.884 | 0.617 | 0.879 | |
| TCDNumber of forecasts=72024.12 | 0.603 | — | — | — | — | — | — | — | — | 7.63 | 0.828 | 0.668 | 0.835 | |
| AnyPose1Architecture=Neural ODE, Observed Poses=1, Prediction method=Linear interpolation2023.09 | — | 104.3 | 115.5 | 121.3 | 127.8 | 132.9 | 133.6 | 139.1 | 140.3 | — | — | — | — | |
| AnyPose1Architecture=Neural ODE, Observed Poses=1, Prediction method=ODE solver2023.09 | — | 22.8 | 41.9 | 69.9 | 80.6 | 97.5 | 110.2 | 121.2 | 128.2 | — | — | — | — | |
| AnyPose2Architecture=Neural ODE, Observed Poses=2, Prediction method=Linear interpolation2023.09 | — | 52.5 | 62.9 | 82.9 | 91.4 | 105.3 | 116.1 | 125.1 | 131.7 | — | — | — | — | |
| AnyPose2Architecture=Neural ODE, Observed Poses=2, Prediction method=ODE solver2023.09 | — | 15.9 | 31.5 | 68 | 84 | 108.4 | 123.1 | 133.3 | 139.3 | — | — | — | — | |
| ConvSeq2SeqArchitecture=CNN, Observed Poses=102023.09 | — | 16.6 | 33.3 | 61.4 | 72.7 | 90.7 | 104.7 | 116.7 | 124.2 | — | — | — | — | |
| Motion AttentionArchitecture=ATTN, Observed Poses=102023.09 | — | 10.4 | 22.6 | 47.1 | 58.3 | 77.3 | 91.8 | 104.1 | 112.1 | — | — | — | — | |
| Res. Sup.Architecture=RNN, Observed Poses=102023.09 | — | 25 | 46.2 | 77 | 88.3 | 106.3 | 119.4 | 130 | 136.6 | — | — | — | — | |
| STS-GCNArchitecture=GCN, Observed Poses=102023.09 | — | 17.7 | 33.9 | 56.3 | 67.5 | 85.1 | 99.4 | 109.9 | 117 | — | — | — | — |