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Human Motion Reconstruction on RICH (test)

26.2PA-MPJPEMocap-2-to-3
22.32848.46474.6100.736Jul 3, 2023Dec 5, 2023May 9, 2024Oct 12, 2024Mar 16, 2025Aug 19, 2025Jan 22, 2026

Evaluation results

MethodLinks
Mocap-2-to-3Inclusion of calibrated camera poses=true2025.0326.239.6———2.5—8—82.650.1156.83.5
GVHMR+SMPLifyInclusion of images=true, Inclusion of calibrated camera poses=true2025.0330.758.7———3.7—9.4—109.468.6430.45.6
GVHMRInclusion of images=true2025.0333.658.9———3.8—10.5—11068.4—2.5
MoRoModeling type=temporal-based2026.0135.377484.47378.431.453.713.595.94.86————
TRAMInclusion of images=true, Inclusion of calibrated camera poses=true2025.0336.367.1———4.3—173.2—169.3107.9533.827.6
WHAM+SMPLifyInclusion of images=true, Inclusion of calibrated camera poses=true2025.0337.568.9———5.4—14.4—173.2101.3456.35.7
PromptHMRModeling type=per-frame2026.0138.1758.5667.25——————————
GVHMRModeling type=temporal-based, Coordinate space=Cam2026.0139.7866.0775.71520.512.424.1517.3683.9214.57————
GVHMRModeling type=temporal-based, Coordinate space=World2026.0139.7873.7283.85553.662.44.44.4612.822.99————
WHAMInclusion of images=true2025.0340.174.4———4.9—17.4—182.5106.1—3.5
TokenHMRModeling type=per-frame2026.0140.3777.7490.68——————————
WHAMModeling type=temporal-based, Coordinate space=Cam2026.0144.5379.890.65557.062.945.6749.41258.9433.29————
WHAMModeling type=temporal-based, Coordinate space=World2026.0144.53102.58117.07660.64.45.496.5121.013.97————
PACESLAM=true2023.0749.3————8.8———380197.2——
MEGAModeling type=per-frame2026.0150.53108.27122.43——————————
SA-HMRInclusion of images=true, Inclusion of scene scans=true, Inclusion of calibrated camera poses=true2025.0351.193.2—————————268.3—
SLAHMRSLAM=true2023.0752.5————9.4———571.6323.7——
ProxyCapSLAM=false2023.0756————25.3———629.8343.6——
GLAMRSLAM=false2023.0779.9————107.7———653.7365.1——
SMPLifyInclusion of images=true2025.0383.8155.3———28.6—371.5—284.4165.7406.257.9
MotionBERT2025.03123146———————————