Motion Generation on HumanML3D
0.1101MMDCondMDI (2024)
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CondMDI (2024)2026.04 | 0.1101 | — | — | 1.054 | 1.49 | 11.09 | 5.82 | 4.87 | 0.009 | 0.002 | 77.4 | 0.037 | 0.147 | 0.016 | 0.121 | 52.3 | |
| Closd-DiP (2025)2026.04 | 0.1104 | — | — | 1.192 | 1.28 | 9.09 | 6.12 | 5.06 | 0.012 | 0.003 | 69.9 | 0.062 | 0.105 | 0.035 | 0.07 | 80.8 | |
| Cond. Inbtwn. (2022)2026.04 | 0.1107 | — | — | 1.497 | 0 | 0 | 10.07 | 8.04 | 0.019 | 0.016 | 62.7 | 0.126 | 0.09 | 0.051 | 0.05 | 92.6 | |
| MotionBricks2026.04 | 0.1114 | — | — | 0.914 | 2.56 | 13.47 | 2.08 | 1.29 | 0.006 | 0.002 | 83.5 | 0.05 | 0.141 | 0.001 | 0.022 | 98.9 | |
| Two-stage (2022)2026.04 | 0.1131 | — | — | 1.709 | 0 | 0 | 19.78 | 16.51 | 0.03 | 0.017 | 61.6 | 0.232 | 0.132 | 0.144 | 0.073 | 75.6 | |
| Delta-interp. (2024)2026.04 | 0.1133 | — | — | 1.585 | 0 | 0 | 10.86 | 8.74 | 0.031 | 0.015 | 60.1 | 0.288 | 0.151 | 0.132 | 0.09 | 68 | |
| MMM (2024)2026.04 | 0.1238 | — | — | 1.068 | 1.89 | 11.23 | 2.92 | 1.94 | 0.005 | 0.002 | 89.2 | 0.242 | 0.293 | 0.003 | 0.037 | 61.2 | |
| MoMask2026.03 | — | 0.84 | 0.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ParCo2026.03 | — | 0.49 | 0.59 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ParTY2026.03 | — | 0.88 | 0.92 | — | — | — | — | — | — | — | — | — | — | — | — | — |