Text-to-motion generation on HumanML3D 1 (test)
0.517R-Precision (Top 1)TCA-T2M
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TCA-T2MYear=20252026.02 | 0.517 | 0.709 | 0.806 | 0.068 | 2.951 | 9.485 | 1.103 | |
| MG-MotionLLMYear=20252026.02 | 0.516 | 0.706 | 0.802 | 0.303 | 2.952 | 9.96 | 2.125 | |
| PGR2M Recons.Editable=Yes2025.12 | 0.514 | 0.702 | 0.796 | 0.007 | 2.968 | 9.555 | — | |
| Real MotionEditable=-2025.12 | 0.511 | 0.703 | 0.797 | 0.002 | 2.974 | 9.503 | — | |
| RealYear=–2026.02 | 0.511 | 0.703 | 0.797 | 0.002 | 2.974 | 9.503 | — | |
| Light-T2MYear=20252026.02 | 0.511 | 0.699 | 0.795 | 0.04 | 3.002 | — | 1.67 | |
| GenM3Year=20252026.02 | 0.511 | 0.705 | 0.804 | 0.046 | 2.852 | 9.675 | — | |
| CoMo Recons.Editable=Yes2025.12 | 0.508 | 0.697 | 0.792 | 0.041 | 3.003 | 9.563 | — | |
| MomaskYear=2024, reproduced=true2026.02 | 0.508 | 0.701 | 0.797 | 0.103 | 3.024 | 9.428 | 1.308 | |
| GraphMotionEditable=No2025.12 | 0.504 | 0.699 | 0.785 | 0.116 | 3.07 | 9.692 | 2.766 | |
| FineMoGenEditable=Yes2025.12 | 0.504 | 0.69 | 0.784 | 0.151 | 2.998 | 9.263 | 2.696 | |
| MMMYear=20242026.02 | 0.504 | 0.696 | 0.794 | 0.08 | 2.998 | 9.411 | 1.164 | |
| CoMoEditable=Yes2025.12 | 0.502 | 0.692 | 0.79 | 0.262 | 3.032 | 9.936 | 1.013 | |
| MotionLCMYear=20242026.02 | 0.502 | 0.698 | 0.798 | 0.304 | 3.012 | 9.607 | 2.259 | |
| Mo.MambaYear=20242026.02 | 0.502 | 0.693 | 0.792 | 0.281 | 3.06 | 9.871 | 2.294 | |
| CoMoYear=20242026.02 | 0.502 | 0.692 | 0.79 | 0.262 | 3.032 | 9.936 | 1.013 | |
| MotionGPTEditable=No2025.12 | 0.492 | 0.681 | 0.778 | 0.232 | 3.096 | 9.528 | 2.008 | |
| T2M-GPTYear=20232026.02 | 0.492 | 0.679 | 0.775 | 0.141 | 3.121 | 9.722 | 1.831 | |
| MotionGPTYear=2023, Reference=[45]2026.02 | 0.492 | 0.681 | 0.778 | 0.232 | 3.096 | 9.528 | 2.008 | |
| T2M-GPTEditable=No2025.12 | 0.491 | 0.68 | 0.775 | 0.116 | 3.118 | 9.761 | 1.831 | |
| Mo.DiffuseYear=20242026.02 | 0.491 | 0.681 | 0.775 | 0.63 | 3.113 | 9.41 | 1.553 | |
| PGR2M (Base)Editable=Yes, Transformer=Base Only2025.12 | 0.489 | 0.681 | 0.779 | 0.308 | 3.07 | 9.904 | 0.98 | |
| PGR2MEditable=Yes, Transformer=Base and Refine2025.12 | 0.488 | 0.677 | 0.775 | 0.172 | 3.07 | 9.588 | 1.17 | |
| MLDEditable=No2025.12 | 0.481 | 0.673 | 0.772 | 0.473 | 3.196 | 9.724 | 1.533 | |
| MLDYear=20232026.02 | 0.481 | 0.673 | 0.772 | 0.473 | 3.196 | 9.724 | 2.413 | |
| Guo et al.Editable=No2025.12 | 0.457 | 0.639 | 0.74 | 1.067 | 3.34 | 9.188 | 2.09 | |
| T2MYear=20222026.02 | 0.455 | 0.636 | 0.736 | 1.087 | 3.347 | 9.175 | 2.219 | |
| TM2TEditable=No2025.12 | 0.424 | 0.618 | 0.729 | 1.501 | 3.467 | 8.589 | 2.424 | |
| TM2TYear=20222026.02 | 0.424 | 0.618 | 0.729 | 1.501 | 3.467 | 9.92 | 2.424 | |
| MotionGPTYear=2024, Reference=[46]2026.02 | 0.364 | 0.533 | 0.629 | 0.805 | 3.914 | 9.972 | 2.473 | |
| MDMEditable=Yes2025.12 | 0.32 | 0.498 | 0.611 | 0.544 | 5.566 | 9.559 | 2.799 | |
| MDMYear=20232026.02 | 0.32 | 0.498 | 0.611 | 0.544 | 5.566 | 9.559 | 2.799 |