Text-to-motion retrieval on KIT-ML (test)
56.83R@1PST
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PSTProtocol=Small batches2026.01 | 56.83 | 89.84 | 97.94 | 1.28 | 75.69 | 81.64 | |
| MotionPatchProtocol=Small batches2026.01 | 53.55 | 88.92 | 96.29 | 1.36 | 71.3 | 79.82 | |
| TMRProtocol=Small batches2026.01 | 50 | 87.97 | 94.87 | 1.5 | 64.14 | 78.02 | |
| TEMOSProtocol=Small batches2026.01 | 43.88 | 74 | 84.75 | 2.06 | 58.25 | 67 | |
| T2MProtocol=Small batches2026.01 | 42.25 | 87.5 | 96.12 | 1.88 | 62.62 | 75.12 | |
| MoCHATrain=H3D, Variant=LLM blend-rev2026.03 | 26.59 | 48.35 | 61.07 | — | — | — | |
| MoCHATrain=H3D, Variant=T5 blend-rev2026.03 | 25.7 | 44.27 | 61.83 | — | — | — | |
| PSTProtocol=All2026.01 | 16.01 | 38.36 | 57.87 | 7 | 25.37 | 34.21 | |
| Motion PatchesTraining Dataset=Transferred2024.05 | 15.28 | 38.71 | 52.65 | 9 | — | — | |
| Lyu et al.Protocol=All2026.01 | 15.13 | 36.81 | 54.12 | 8 | 23.74 | 31.61 | |
| Motion PatchesTraining Dataset=KIT-ML2024.05 | 14.02 | 34.1 | 50 | 10.5 | — | — | |
| MotionPatchProtocol=All2026.01 | 14.02 | 34.1 | 50 | 10.5 | 21.08 | 28.91 | |
| MoPaTrain=H3D2026.03 | 13.74 | 37.79 | 53.31 | — | — | — | |
| TMRTraining Dataset=KIT-ML2024.05 | 10.05 | 30.03 | 44.66 | 14 | — | — | |
| TMRProtocol=All2026.01 | 10.05 | 30.03 | 44.66 | 14 | 13.87 | 20.74 | |
| Motion PatchesTraining Dataset=HumanML3D2024.05 | 7.35 | 20.98 | 34.33 | 23.5 | — | — | |
| TEMOSTraining Dataset=KIT-ML2024.05 | 7.11 | 24.1 | 35.66 | 24 | — | — | |
| TEMOSProtocol=All2026.01 | 7.11 | 24.1 | 35.66 | 24 | 13.25 | 17.59 | |
| T2MTraining Dataset=KIT-ML2024.05 | 3.37 | 16.87 | 27.71 | 28 | — | — | |
| T2MProtocol=All2026.01 | 3.37 | 16.87 | 27.71 | 28 | 6.99 | 10.84 |