Human Motion Reconstruction on AMASS (Protocol 1)
2.2MPJREAtomicMotion
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| AtomicMotionwindow size=40, mode=standard2026.05 | 2.2 | 3 | 16.08 | — | — | — | — | 6.63 | |
| KineSTParam=11M2025.12 | 2.25 | 2.86 | 15.26 | 1.04 | 1.24 | 5.2 | 2.65 | 5.97 | |
| AtomicMotionwindow size=80, mode=standard2026.05 | 2.27 | 3.04 | 14.53 | — | — | — | — | 5.68 | |
| HMD-Posermode=standard2026.05 | 2.29 | 3.15 | 17.47 | — | — | — | — | 6.43 | |
| MMDParam=14M2025.12 | 2.31 | 3.22 | 17.88 | 0.94 | 1.29 | 6.01 | 2.88 | 7.39 | |
| HMD-Poser*Param=17M, Retrained=true2025.12 | 2.32 | 3.15 | 18.15 | 1.35 | 1.34 | 5.76 | 2.76 | 6.21 | |
| MotionMAR2026.06 | 2.39 | 2.82 | 16.23 | 0.83 | 1.22 | 5.13 | 2.58 | 5.17 | |
| SAGEmode=standard2026.05 | 2.49 | 3.18 | 20.78 | — | — | — | — | 6.46 | |
| SAGEParam=137M2025.12 | 2.53 | 3.28 | 20.62 | 1.18 | 1.39 | 6.01 | 2.95 | 6.55 | |
| SAGE2026.06 | 2.53 | 3.28 | 20.62 | 1.18 | 1.39 | 6.01 | 2.95 | 6.55 | |
| AGRoLParam=7M2025.12 | 2.66 | 3.71 | 18.59 | 1.31 | 1.55 | 6.84 | 3.36 | 7.26 | |
| AGRoLOperating mode=Offline2026.06 | 2.66 | 3.71 | 18.59 | 1.31 | 1.55 | 6.84 | 3.36 | 7.26 | |
| HiPART2026.06 | 2.75 | 3.71 | 98.19 | 1.74 | 1.93 | 8.54 | 3.16 | 107.1 | |
| MAGE2026.06 | 2.89 | 3.83 | 64.91 | 1.4 | 1.69 | 8.94 | 3.36 | 53.42 | |
| AvatarJLMParam=63M2025.12 | 2.9 | 3.35 | 20.79 | 1.24 | 1.72 | 6.2 | 2.94 | 8.39 | |
| EgoPosermode=standard2026.05 | 2.9 | 3.8 | 24.26 | — | — | — | — | 14.89 | |
| AvatarJLM2026.06 | 2.9 | 3.35 | 20.79 | 1.24 | 1.42 | 6.14 | 2.94 | 8.39 | |
| AGRoLOperating mode=Online2026.06 | 2.96 | 4.26 | 79.12 | 1.51 | 1.73 | 7.91 | 3.78 | 84.79 | |
| AvatarPoserParam=4M2025.12 | 3.08 | 4.18 | 27.7 | 2.12 | 1.81 | 7.59 | 3.34 | 14.49 | |
| AvatarPoser2026.06 | 3.08 | 4.18 | 27.7 | 2.12 | 1.81 | 7.59 | 3.34 | 14.49 | |
| RPMmode=standard2026.05 | 3.25 | 4.08 | 19.21 | — | — | — | — | 4.21 | |
| RPM2026.06 | 3.25 | 4.08 | 19.29 | 3.61 | 2.17 | 6.83 | 3.47 | 4.2 | |
| AtomicMotion-80Mode=hand tracking, Configuration=802026.05 | 3.28 | 4.39 | 22.34 | — | — | — | — | 9.73 | |
| AtomicMotion-40Mode=hand tracking, Configuration=402026.05 | 3.29 | 4.44 | 26.08 | — | — | — | — | 12.38 | |
| RPM*Param=9M, Retrained=true2025.12 | 3.69 | 4.88 | 21.99 | 5.9 | 2.94 | 7.69 | 4.01 | 4.43 | |
| VAE-HMD2026.06 | 4.11 | 6.83 | 37.99 | — | — | — | — | — | |
| RPMMode=hand tracking2026.05 | 4.53 | 6.5 | 26.1 | — | — | — | — | 4.4 | |
| EgoPoserMode=hand tracking2026.05 | 4.75 | 6.14 | 33.36 | — | — | — | — | 17.28 | |
| LoBSTr2026.06 | 10.69 | 9.02 | 44.97 | — | — | — | — | — | |
| Final IK2026.06 | 16.77 | 18.09 | 59.24 | — | — | — | — | — |