Text-to-Motion Synthesis on KIT-ML
82.8R Precision Top 3SALAD
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SALAD2026.03 | 82.8 | 47.7 | 71.1 | 0.296 | 2.585 | 11.097 | 1.004 | |
| LAMP2026.03 | 82.6 | 47.9 | 69.1 | 0.141 | 2.704 | 10.929 | — | |
| LaMPGeneration paradigm=Other Token-based Methods2026.03 | 82.6 | 47.9 | 69.1 | 0.141 | 2.704 | 10.929 | — | |
| ParTY2026.03 | 80.4 | 44.9 | 68 | 0.155 | 2.694 | 11.21 | 1.166 | |
| BiPO2026.03 | 80.3 | 44.4 | 67.4 | 0.164 | 2.658 | 10.833 | 1.098 | |
| Motion Anything2026.03 | 80.2 | 44.9 | 67.8 | 0.131 | 2.705 | 10.94 | 1.374 | |
| MoGenTS2026.03 | 79.7 | 44.5 | 67.1 | 0.143 | 2.711 | 10.92 | — | |
| Light-T2M2026.03 | 79.4 | 44.4 | 67 | 0.161 | 2.746 | — | 1.005 | |
| MSCoT2026.05 | 79.2 | — | — | 0.172 | 2.688 | — | 1.746 | |
| WINROBase Model=MDM-50step2026.07 | 79.2 | 45.4 | 67.8 | 0.347 | 2.654 | 11.403 | — | |
| HGM3Generation paradigm=Masked Motion Generation2026.03 | 79.1 | 44.4 | 66.4 | 0.176 | 2.71 | 10.882 | 1.152 | |
| DynMaskGeneration paradigm=Masked Motion Generation2026.03 | 79 | 44 | 66.7 | 0.141 | 2.72 | 10.745 | 1.342 | |
| WIN-FARBase Model=MDM-50step2026.07 | 78.9 | 45.1 | 68.1 | 0.366 | 2.714 | 11.246 | — | |
| BAMM2026.03 | 78.8 | 43.8 | 66.1 | 0.183 | 2.723 | 11.01 | 1.609 | |
| BAMMGeneration paradigm=Masked Motion Generation2026.03 | 78.8 | 43.8 | 66.1 | 0.183 | 2.723 | 11.008 | 1.609 | |
| MoMask2026.03 | 78.1 | 43.3 | 65.6 | 0.204 | 2.779 | — | 1.131 | |
| MoMaskGeneration paradigm=Masked Motion Generation2026.03 | 78.1 | 43.3 | 65.6 | 0.204 | 2.779 | — | 1.131 | |
| MoMask2026.05 | 78.1 | — | — | 0.204 | 2.779 | — | 1.131 | |
| Real motion2026.03 | 77.9 | 42.4 | 64.9 | 0.031 | 2.788 | 11.08 | — | |
| Real Motion2026.05 | 77.9 | 42.4 | 64.9 | 0.031 | 2.788 | 11.08 | — | |
| MDM-50stepsteps=502026.07 | 77.7 | 44.3 | 65.8 | 0.382 | 2.733 | 11.364 | — | |
| DisCoRD2026.03 | 77.5 | 43.4 | 65.7 | 0.169 | 2.792 | — | 1.266 | |
| ParCo2026.03 | 77.2 | 43 | 64.9 | 0.453 | 2.82 | 10.95 | 1.245 | |
| ParCoGeneration paradigm=Masked Motion Generation2026.03 | 77.2 | 43 | 64.9 | 0.453 | 2.82 | 10.95 | — | |
| EnergyMoGen2026.05 | 77.2 | — | — | 0.495 | 2.861 | — | 1.256 | |
| MotionLCM2026.05 | 76.9 | — | — | 0.445 | 2.882 | — | 1.254 | |
| MARDM2026.05 | 76.8 | — | — | 0.244 | 2.767 | — | 1.322 | |
| Motion Mamba2024.03 | 76.5 | 41.9 | 64.5 | 0.307 | 3.021 | 11.02 | 1.678 | |
| ReMoDiffuse2026.03 | 76.5 | 42.7 | 64.1 | 0.155 | 2.814 | 10.8 | 1.239 | |
| ReMoDiffuseGeneration paradigm=Diffusion-based Methods2026.03 | 76.5 | 42.7 | 64.1 | 0.155 | 2.814 | 10.8 | — | |
| ReMoDiffuse2026.05 | 76.5 | — | — | 0.155 | 2.814 | — | 1.239 | |
| DiverseMotionGeneration paradigm=Diffusion-based Methods2026.03 | 76 | 41.6 | 63.7 | 0.468 | 2.892 | 10.873 | — | |
| AttT2M2026.03 | 75.1 | 41.3 | 63.2 | 0.87 | 3.039 | 10.96 | 2.281 | |
| AttT2MGeneration paradigm=Other Token-based Methods2026.03 | 75.1 | 41.3 | 63.2 | 0.87 | 3.039 | 10.96 | 2.281 | |
| MDMSIM=true, Note=MDM trained with SIM2026.05 | 75.1 | 42.9 | 63.7 | 0.439 | 3.033 | 10.98 | — | |
| BAD2026.03 | 75 | 41.7 | 63.1 | 0.221 | 2.941 | 11 | 1.17 | |
| T2M-GPT2026.03 | 74.5 | 41.6 | 62.7 | 0.514 | 3.007 | 10.92 | 1.57 | |
| Fg-T2MGeneration paradigm=Other Token-based Methods2026.03 | 74.5 | 41.8 | 62.6 | 0.571 | 3.114 | 10.93 | 1.019 | |
| T2M-GPT2026.05 | 74.5 | — | — | 0.514 | 3.007 | — | 1.57 | |
| MMM2026.03 | 74.4 | 40.4 | 62.1 | 0.316 | 2.977 | 10.91 | 1.232 | |
| MMMGeneration paradigm=Masked Motion Generation2026.03 | 74.4 | 40.4 | 62.1 | 0.316 | 2.977 | 10.91 | 1.232 | |
| MotionDiffuse2024.03 | 73.9 | 41.7 | 62.1 | 1.954 | 2.958 | 11.1 | 0.73 | |
| MotionDiffuseGeneration paradigm=Diffusion-based Methods2026.03 | 73.9 | 41.7 | 62.1 | 1.954 | 2.958 | 11.1 | 0.73 | |
| MotionDiffusesource=TPAMI242026.05 | 73.9 | 41.7 | 62.1 | 1.954 | 2.958 | 11.1 | — | |
| MLD2024.03 | 73.4 | 39 | 60.9 | 0.404 | 3.204 | 10.8 | 2.192 | |
| MLD2026.03 | 73.4 | 39 | 60.9 | 0.404 | 3.204 | 10.8 | 2.192 | |
| MLDGeneration paradigm=Diffusion-based Methods2026.03 | 73.4 | 39 | 60.9 | 0.404 | 3.204 | 10.8 | 2.192 | |
| MLDsource=CVPR232026.05 | 73.4 | 39 | 60.9 | 0.404 | 3.204 | 10.8 | — | |
| MLD2026.05 | 73.4 | — | — | 0.404 | 3.204 | — | 2.192 | |
| MDMsource=ICLR232026.05 | 73.1 | 40.3 | 60.6 | 0.513 | 3.096 | 10.85 | — | |
| T2M2024.03 | 69.3 | 37 | 56.9 | 2.77 | 3.401 | 10.91 | 1.482 | |
| T2M2026.03 | 69.3 | 37 | 56.9 | 2.77 | 3.401 | 10.91 | 1.482 | |
| TEMOS2024.03 | 68.7 | 35.3 | 56.1 | 3.717 | 3.417 | 10.84 | 0.532 | |
| TM2T2026.03 | 58.7 | 28 | 46.3 | 3.599 | 4.591 | 9.473 | 3.292 | |
| Hier2024.03 | 53.1 | 25.5 | 43.2 | 5.203 | 4.986 | 9.563 | — | |
| LJ2P2024.03 | 48.3 | 22.1 | 37.3 | 6.545 | 5.147 | 9.073 | — | |
| MDM2024.03 | 39.6 | 16.4 | 29.1 | 0.497 | 9.191 | 10.85 | 1.907 | |
| MDM2026.03 | 39.6 | 16.4 | 29.1 | 0.497 | 9.19 | 10.85 | 1.907 | |
| MDM2026.05 | 39.6 | — | — | 0.497 | 9.191 | — | 1.907 | |
| T2G2024.03 | 33.8 | 15.6 | 25.5 | 12.12 | 6.964 | 9.334 | — | |
| Seq2Seq2024.03 | 24.1 | 10.3 | 17.8 | 24.86 | 7.96 | 6.744 | — |