CMU MOCAP
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| 3D Joint Position Prediction | CMU-Mocap | Basketball MPJPE14 | 15 | |
| Joint Angle Prediction | CMU-Mocap | Basketball Angle Score195 | 15 | |
| Multi-person 3D motion prediction | CMU-Mocap 3 persons | MPJPE (1s Horizon)0.96 | 13 | |
| Action-conditioned Motion Generation | CMU MoCap | Accuracy98.54 | 10 | |
| Dynamics Prediction | CMU MoCap Subject 39 (test) | MSE (short)15.56 | 9 | |
| Dynamics Prediction | CMU MoCap Subject 35 (test) | MSE (short)6.72 | 9 | |
| Dynamics Prediction | CMU MoCap Subject 09 (test) | MSE (short horizon)6.1 | 9 | |
| Multi-person motion prediction | CMU-Mocap UMPM 3 persons | JPE (0.2s)30 | 8 | |
| Multi-agent human pose forecasting | CMU-mocap UMPM (test) | JPE152.4 | 8 | |
| 3D Human Motion Prediction | CMU Mocap (test) | MPJPE - Basketball - 80ms9.35 | 8 | |
| Action Recognition | CMU Mocap | Top-1 Acc98.8 | 8 | |
| Future Frame Prediction | CMU mocap Dataset 1 (test) | Mean MSE15.99 | 7 | |
| Motion Prediction | CMU Mocap (test) | MAE (Basketball) - 80ms0.32 | 7 | |
| Global Human Motion Forecasting | CMU-Mocap | Path Error (1s)0.6 | 6 | |
| Human Motion Prediction | CMU Mocap washing window | MPJPE (80ms)4.9 | 6 | |
| Human Motion Prediction | CMU Mocap walking | MPJPE (80ms)5.74 | 6 | |
| Human Motion Prediction | CMU Mocap soccer | MPJPE (80ms)9.2 | 6 | |
| Human Motion Prediction | CMU Mocap running | MPJPE (80ms)12.35 | 6 | |
| Human Motion Prediction | CMU Mocap jumping | MPJPE (80ms)13.64 | 6 | |
| Human Motion Prediction | CMU Mocap directing traffic | MPJPE (80ms)5.8 | 6 | |
| Human Motion Prediction | CMU Mocap basketball | MPJPE (80ms)10.18 | 6 | |
| Motion Naturalness Assessment | CMU-Mocap | Average Naturalness Score3.78 | 5 | |
| Long-term human motion prediction | CMU Mocap | Basket Error72.83 | 4 | |
| Short-term Human Motion Prediction | CMU Mocap | Basketball Error (80ms)10.28 | 4 | |
| Multi-agent Pose Forecasting | CMU-Mocap UMPM (test) | JPE (0.2s)31.5 | 4 |
Showing 25 of 29 rows