Conditional Motion Generation on AIST++ (test)
0.292Beat Alignment ScoreAIST++
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AIST++type=Ground Truth2021.01 | 0.292 | — | — | 9.057 | 7.556 | — | — | — | — | — | — | — | — | — | |
| FACT2021.01 | 0.241 | 35.35 | 12.4 | 5.94 | 5.3 | — | — | — | — | — | — | — | — | — | |
| Ground Truth2022.03 | 0.2374 | 17.1 | 10.6 | 8.19 | 7.45 | — | — | — | — | — | — | — | — | — | |
| GT2022.11 | 0.237 | 17.1 | — | — | — | — | — | 10.6 | 8.19 | 7.45 | 0 | 0 | 0 | 0 | |
| Bailando2022.03 | 0.2332 | 28.16 | 9.62 | 7.83 | 6.34 | — | — | — | — | — | — | — | — | — | |
| Bailando2022.11 | 0.2332 | 28.16 | — | — | — | — | — | 9.62 | 7.83 | 6.34 | 0.27 | 0.03 | 0.32 | 0.13 | |
| Li et al.2021.01 | 0.232 | 86.43 | 20.58 | 6.85 | 4.93 | 8,060 | — | — | — | — | — | — | — | — | |
| Dancenet2021.01 | 0.232 | 69.18 | 17.76 | 2.86 | 2.72 | 7,110 | — | — | — | — | — | — | — | — | |
| OursTransformer=Unified Token Transformer (UTT), Decoder=Diffusion Motion Decoder (DMD), Samples per input=3, Samples per token sequence=302022.11 | 0.2311 | 17.25 | — | — | — | — | — | 8.69 | 7.78 | 5.81 | 0.29 | 0.03 | 0.28 | 0.12 | |
| FACTSource=AIST++ benchmark [30]2022.03 | 0.2209 | 35.35 | 22.11 | 5.94 | 6.18 | — | — | — | — | — | — | — | — | — | |
| FACT2022.11 | 0.2209 | 35.35 | — | — | — | — | — | 22.11 | 5.94 | 6.18 | 0.26 | 0.04 | 0.7 | 0.11 | |
| DanceRevolution2021.01 | 0.22 | 73.42 | 31.01 | 3.52 | 2.46 | 7,700 | — | — | — | — | — | — | — | — | |
| AIST++type=Random baseline2021.01 | 0.213 | — | — | — | — | 2,540 | — | — | — | — | — | — | — | — | |
| DanceRevolutionImplementation=reproduced using officially released code with optimal settings2022.03 | 0.195 | 73.42 | 25.92 | 3.52 | 4.87 | — | — | — | — | — | — | — | — | — | |
| Li et al.Source=AIST++ benchmark [30]2022.03 | 0.1607 | 86.43 | 43.46 | 6.85 | 3.32 | — | — | — | — | — | — | — | — | — | |
| DanceNetSource=AIST++ benchmark [30]2022.03 | 0.143 | 69.18 | 25.49 | 2.86 | 2.85 | — | — | — | — | — | — | — | — | — |