Text-to-motion generation on KIT-ML 1.0 (test)
42.8R-Precision Top 1TCA-T2M
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| TCA-T2MYear=–2026.02 | 42.8 | 65.5 | 78 | 0.198 | 2.76 | 10.83 | 1.123 | |
| RealYear=–2026.02 | 42.4 | 64.9 | 77.9 | 0.031 | 2.788 | 11.08 | — | |
| CoMoYear=20242026.02 | 42.2 | 63.8 | 76.5 | 0.332 | 2.873 | 10.95 | 1.249 | |
| Mo.MambaYear=20242026.02 | 41.9 | 64.5 | 76.5 | 0.307 | 3.021 | 11.02 | 1.678 | |
| Mo.DiffuseYear=20242026.02 | 41.7 | 62.1 | 73.9 | 1.954 | 2.958 | 11.1 | 0.73 | |
| MomaskYear=2024, reproduced=true2026.02 | 41.5 | 63.5 | 76.2 | 0.228 | 2.889 | 10.612 | 1.208 | |
| MMMYear=20242026.02 | 40.4 | 62.1 | 74.4 | 0.316 | 2.977 | 10.91 | 1.232 | |
| T2M-GPTYear=20232026.02 | 40.2 | 61.9 | 73.7 | 0.717 | 3.053 | 10.86 | 1.912 | |
| MLDYear=20232026.02 | 39 | 60.9 | 73.4 | 0.404 | 3.204 | 10.8 | 2.192 | |
| MotionGPTYear=2023, Reference=[45]2026.02 | 36.6 | 55.8 | 68 | 0.51 | 3.527 | 10.35 | 2.328 | |
| T2MYear=20222026.02 | 36.1 | 55.9 | 68.1 | 3.022 | 3.488 | 10.72 | 2.052 | |
| MotionGPTYear=2024, Reference=[46]2026.02 | 34 | 57 | 66 | 0.868 | 3.721 | 9.972 | 2.296 | |
| TM2TYear=20222026.02 | 28 | 46.3 | 58.7 | 3.599 | 4.591 | 9.473 | 3.292 | |
| MDMYear=20232026.02 | 16.4 | 29.1 | 39.6 | 0.497 | 9.191 | 10.85 | 1.907 |