Multi-concept motion generation (single text) on MTT (test)
14.9R@1DEMOGEN-OSS
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DEMOGEN-OSSlatent-aware setting=true2025.12 | 14.9 | 29.5 | 0.584 | 0.574 | 0.58 | 2.6 | |
| DEMOGEN-SClatent-aware setting=true2025.12 | 14.3 | 29.7 | 0.578 | 0.568 | 0.585 | 2.7 | |
| EnergyMoGenadaptive gradient descent=true2024.12 | 14 | 26.3 | 0.57 | 0.56 | 0.587 | 2.7 | |
| EMG+AGD2025.12 | 14 | 26.3 | 0.57 | 0.56 | 0.587 | 2.7 | |
| EnergyMoGenadaptive gradient descent=false2024.12 | 12.7 | 25.4 | 0.57 | 0.562 | 0.592 | 2.7 | |
| EMG2025.12 | 12.7 | 25.4 | 0.57 | 0.562 | 0.592 | 2.7 | |
| MotionDiffuse2024.12 | 10.9 | 21.3 | 0.558 | 0.546 | 0.621 | 1.9 | |
| MotionDiffuse2025.12 | 10.9 | 21.3 | 0.558 | 0.546 | 0.621 | 1.9 | |
| MLD2024.12 | 10.5 | 22.3 | 0.559 | 0.552 | 0.685 | 2.4 | |
| MLD2025.12 | 10.5 | 22.3 | 0.559 | 0.552 | 0.685 | 2.4 | |
| MDM2024.12 | 9.5 | 19.7 | 0.556 | 0.549 | 0.666 | 2.5 | |
| MDM2025.12 | 9.5 | 19.7 | 0.556 | 0.549 | 0.666 | 2.5 | |
| ReModiffuse2024.12 | 7.4 | 18.3 | 0.531 | 0.534 | 0.699 | 3.3 | |
| ReModiffuse2025.12 | 7.4 | 18.3 | 0.531 | 0.534 | 0.699 | 3.3 | |
| FineMoGen2024.12 | 5.4 | 11.7 | 0.504 | 0.533 | 0.948 | 9.4 | |
| FineMoGen2025.12 | 5.4 | 11.7 | 0.504 | 0.533 | 0.948 | 9.4 |