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Motion Reconstruction on HumanML3D (test)

0.1084MPJPENEC
-2.41926414.64246831.704248.765932Feb 6, 2026Feb 24, 2026Mar 15, 2026Apr 2, 2026Apr 21, 2026May 9, 2026May 28, 2026

Evaluation results

MethodLinks
NECquantization=RVQ2026.020.10840.05883.96——
TM2TSkeleton Layout=fixed joint layout (padded)2026.020.14110.08735.34——
Motion StreamerSkeleton Layout=fixed joint layout (padded)2026.020.19610.09725.37——
NECquantization=VQ2026.020.3960.13957.78——
T2M-GPTSkeleton Layout=fixed joint layout (padded)2026.020.42030.13766.84——
RVQ-VAEpadding=zero pad2026.020.47290.268827.95——
ZeroWBCMethod=Ours, curriculum learning=true2026.030.536——0.0910.4947
GMTMethod=GMT2026.030.553——0.10460.4882
ZeroWBCMethod=w/o Curr., curriculum learning=false2026.030.8957——0.12250.6478
R-FSQTrain Dataset=OmniHuMo2026.0527.9————
GoToZeroTrain Dataset=MotionMillion [11]2026.0541.9————
ScaMoTrain Dataset=MotionUnion [27]2026.0563.3————