Motion Reconstruction on HumanML3D (test)
0.1084MPJPENEC
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NECquantization=RVQ2026.02 | 0.1084 | 0.0588 | 3.96 | — | — | |
| TM2TSkeleton Layout=fixed joint layout (padded)2026.02 | 0.1411 | 0.0873 | 5.34 | — | — | |
| Motion StreamerSkeleton Layout=fixed joint layout (padded)2026.02 | 0.1961 | 0.0972 | 5.37 | — | — | |
| NECquantization=VQ2026.02 | 0.396 | 0.1395 | 7.78 | — | — | |
| T2M-GPTSkeleton Layout=fixed joint layout (padded)2026.02 | 0.4203 | 0.1376 | 6.84 | — | — | |
| RVQ-VAEpadding=zero pad2026.02 | 0.4729 | 0.2688 | 27.95 | — | — | |
| ZeroWBCMethod=Ours, curriculum learning=true2026.03 | 0.536 | — | — | 0.091 | 0.4947 | |
| GMTMethod=GMT2026.03 | 0.553 | — | — | 0.1046 | 0.4882 | |
| ZeroWBCMethod=w/o Curr., curriculum learning=false2026.03 | 0.8957 | — | — | 0.1225 | 0.6478 | |
| R-FSQTrain Dataset=OmniHuMo2026.05 | 27.9 | — | — | — | — | |
| GoToZeroTrain Dataset=MotionMillion [11]2026.05 | 41.9 | — | — | — | — | |
| ScaMoTrain Dataset=MotionUnion [27]2026.05 | 63.3 | — | — | — | — |