3D Human Motion Generation on HumanAct12
0.02FIDReal motions
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Real motions2022.07 | 0.02 | 99.7 | 7.08 | 2.53 | 100 | — | — | — | |
| Real (INR)Source=INR evaluation2022.09 | 0.02 | 99.7 | 6.85 | 2.45 | — | — | — | — | |
| Real motion2024.01 | 0.02 | 99.7 | 6.85 | 2.45 | — | — | — | — | |
| Real (ours)Source=Current paper evaluation2022.09 | 0.05 | 99 | 6.88 | 2.59 | — | — | — | — | |
| GUESS2024.01 | 0.051 | 99.2 | 6.844 | 2.621 | — | — | — | — | |
| T2M-GPTre-trained=true2024.01 | 0.064 | 99.1 | 6.677 | 2.594 | — | — | — | — | |
| DSDFM#params=15M2025.05 | 0.068 | 99.4 | 6.851 | 2.455 | — | — | — | — | |
| MotionDiffuse#params=25M2025.05 | 0.07 | 99.2 | 6.85 | 2.46 | — | — | — | — | |
| MLD2024.01 | 0.077 | 96.4 | 6.831 | 2.824 | — | — | — | — | |
| MLD#params=27M2025.05 | 0.077 | 96.4 | 6.831 | 2.824 | — | — | — | — | |
| MDMfoot contact loss=excluded2022.09 | 0.08 | 99 | 6.81 | 2.58 | — | — | — | — | |
| T2Mre-trained=true2024.01 | 0.081 | 97.8 | 6.843 | 2.534 | — | — | — | — | |
| INRYear=20222022.09 | 0.088 | 97.3 | 6.881 | 2.569 | — | — | — | — | |
| INR2024.01 | 0.088 | 97.3 | 6.881 | 2.569 | — | — | — | — | |
| INR#params=25M2025.05 | 0.088 | 97.3 | 6.881 | 2.569 | — | — | — | — | |
| MDMfoot contact loss=included2022.09 | 0.1 | 99 | 6.86 | 2.52 | — | — | — | — | |
| MDM2024.01 | 0.1 | 99 | 6.68 | 2.52 | — | — | — | — | |
| MDM#params=24M2025.05 | 0.1 | 99 | 6.86 | 2.52 | — | — | — | — | |
| ODMOconvArchitecture=Convolutional2022.07 | 0.11 | 98.08 | 7.02 | 2.58 | 97.3 | — | — | — | |
| ODMO2022.07 | 0.12 | 97.81 | 7.05 | 2.57 | 96.88 | — | — | — | |
| ODMO-reAblation=Without re-parametrization2022.07 | 0.12 | 97.07 | 7.03 | 2.56 | 86.84 | — | — | — | |
| ACTORYear=20212022.09 | 0.12 | 95.5 | 6.84 | 2.53 | — | — | — | — | |
| ACTOR2024.01 | 0.12 | 95.5 | 6.84 | 2.53 | — | — | — | — | |
| ACTOR#params=20M2025.05 | 0.12 | 95.5 | 6.84 | 2.53 | — | — | — | — | |
| ACTOR2022.07 | 0.13 | 95.86 | 7.04 | 2.46 | 74.3 | — | — | — | |
| A2MRepresentation=Lie2022.07 | 0.21 | 93.25 | 7.02 | 2.77 | 85.34 | — | — | — | |
| Action2MotionYear=20202022.09 | 0.338 | 91.7 | 6.879 | 2.511 | — | — | — | — | |
| Action2Motion#params=21M2025.05 | 0.338 | 91.7 | 6.879 | 2.511 | — | — | — | — | |
| ODMO-L_ce(0)Ablation=Without classification loss2022.07 | 0.82 | 75.07 | 6.84 | 4.12 | 83.68 | — | — | — | |
| A2MRepresentation=xyz2022.07 | 1.73 | 69.17 | 6.73 | 4.18 | 82.16 | — | — | — | |
| DLow-Gen2022.07 | 4.87 | 8.29 | 6.39 | 6.39 | 139.6 | — | — | — | |
| MoDiMotion representation=Quat.2025.12 | 13.03 | — | 17.57 | — | — | 0.12 | 71 | 81 | |
| vMDMMotion representation=JP2025.12 | 27.87 | — | 18.28 | — | — | 0.34 | 73 | 88 | |
| MDMMotion representation=6D2025.12 | 31.92 | — | 17 | — | — | 0.36 | 66 | 62 | |
| Act-MoCoGAN2022.07 | 34.8 | 8.29 | 1.64 | 1.63 | 9.12 | — | — | — | |
| ACTORMotion representation=6D2025.12 | 48.8 | — | 14.1 | — | — | 0.53 | 72 | 74 |