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ResearchFormerly WizWand

Motion Completion on HumanML3D (test)

0MPJPEReal
-1.2487.17615.624.024Dec 19, 2023
Updated 8mo ago

Evaluation results

MethodLinks
RealJoints Observed=All, Noise Std=0 cm2023.1200.50.080.5
DNO-GMDNumber of joints=10, Optimization steps=300, Base model=GMD2023.126.50.110.070.93
DNO-GMDNumber of joints=6, Optimization steps=300, Base model=GMD2023.126.60.30.070.92
DNO-GMDNumber of joints=8, Optimization steps=300, Base model=GMD2023.126.60.120.080.93
DNO-GMDJoints Observed=All, Noise Std=5 cm, Backbone=GMD2023.1270.10.080.89
DNO-GMDJoints Observed=Ten joints, Noise Std=5 cm, Backbone=GMD2023.127.10.120.070.96
HuMoR*Joints Observed=All, Noise Std=5 cm2023.127.20.870.130.33
DNO-GMDJoints Observed=Eight joints, Noise Std=5 cm, Backbone=GMD2023.127.20.130.080.96
DNO-GMDJoints Observed=Six joints, Noise Std=5 cm, Backbone=GMD2023.127.50.360.070.97
HuMoR*Number of joints=10, Optimization status=excludes failed sequences2023.128.31.060.120.18
HuMoR*Number of joints=8, Optimization status=excludes failed sequences2023.128.41.220.130.17
DNO-MDMNumber of joints=6, Optimization steps=300, Base model=MDM2023.128.51.310.070.33
HuMoR*Joints Observed=Eight joints, Noise Std=5 cm2023.128.51.190.140.2
DNO-MDMNumber of joints=10, Optimization steps=300, Base model=MDM2023.128.60.80.070.36
HuMoR*Number of joints=6, Optimization status=excludes failed sequences2023.128.71.530.130.17
DNO-MDMNumber of joints=8, Optimization steps=300, Base model=MDM2023.128.70.980.070.34
HuMoR*Joints Observed=Six joints, Noise Std=5 cm2023.128.81.40.10.2
DNO-MDMJoints Observed=Six joints, Noise Std=5 cm, Backbone=MDM2023.128.81.150.070.38
DNO-MDMJoints Observed=Ten joints, Noise Std=5 cm, Backbone=MDM2023.1290.660.080.39
DNO-MDMJoints Observed=All, Noise Std=5 cm, Backbone=MDM2023.129.10.690.070.36
DNO-MDMJoints Observed=Eight joints, Noise Std=5 cm, Backbone=MDM2023.129.30.850.070.36
HuMoR*Joints Observed=Ten joints, Noise Std=5 cm2023.129.31.060.130.21
DNO-MLD*Joints Observed=All, Noise Std=5 cm, Backbone=MLD, Optimization steps=1,0002023.1210.410.270.111.37
DNO-MLD*Number of joints=6, Optimization steps=1000, Base model=MLD2023.12110.670.11.29
DNO-MLD*Joints Observed=Ten joints, Noise Std=5 cm, Backbone=MLD, Optimization steps=1,0002023.12110.430.111.35
NoisyJoints Observed=All, Noise Std=5 cm2023.1211.158.760.6628.6
DNO-MLD*Number of joints=8, Optimization steps=1000, Base model=MLD2023.1211.30.510.111.3
DNO-MLD*Number of joints=10, Optimization steps=1000, Base model=MLD2023.1211.30.490.111.31
NoisyJoints Observed=Ten joints, Noise Std=5 cm2023.1211.358.730.6628.61
DNO-MLD*Joints Observed=Six joints, Noise Std=5 cm, Backbone=MLD, Optimization steps=1,0002023.1211.40.560.11.35
NoisyJoints Observed=Eight joints, Noise Std=5 cm2023.1211.458.730.6628.61
NoisyJoints Observed=Six joints, Noise Std=5 cm2023.1211.658.730.6628.61
DNO-MLD*Joints Observed=Eight joints, Noise Std=5 cm, Backbone=MLD, Optimization steps=1,0002023.1211.60.420.111.36
GMDJoints Observed=All, Noise Std=5 cm2023.1225.76.910.080.81
GMDNumber of joints=102023.1228.46.880.080.79
GMDJoints Observed=Ten joints, Noise Std=5 cm2023.1228.46.880.090.8
GMDNumber of joints=82023.1229.87.060.080.79
GMDJoints Observed=Eight joints, Noise Std=5 cm2023.1229.96.990.080.8
GMDNumber of joints=62023.1231.17.080.080.79
GMDJoints Observed=Six joints, Noise Std=5 cm2023.1231.27.070.080.8