Metric: FID (lower is better)
| # | Model↕ | FID▲ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Motion Anything | 17.22 | No | Motion Anything: Any to Motion Generation | 2025-03-10 | Code |
| 2 | UDE | 17.25 | No | UDE: A Unified Driving Engine for Human Motion G... | 2022-11-29 | Code |
| 3 | TM2D | 19.01 | No | TM2D: Bimodality Driven 3D Dance Generation via ... | 2023-04-05 | Code |
| 4 | TM2D (only motion data) | 23.94 | No | TM2D: Bimodality Driven 3D Dance Generation via ... | 2023-04-05 | Code |
| 5 | Bailando | 28.16 | No | Bailando: 3D Dance Generation by Actor-Critic GP... | 2022-03-24 | Code |
| 6 | AI Choreographer | 35.35 | No | AI Choreographer: Music Conditioned 3D Dance Gen... | 2021-01-21 | Code |
| 7 | Lodge (DDPM) | 37.09 | No | Lodge: A Coarse to Fine Diffusion Network for Lo... | 2024-03-15 | Code |
| 8 | MoFusion | 50.31 | No | MoFusion: A Framework for Denoising-Diffusion-ba... | 2022-12-08 | - |
| 9 | DanceNet | 69.13 | No | Music2Dance: DanceNet for Music-driven Dance Gen... | 2020-02-02 | - |
| 10 | Dance Revolution | 73.42 | No | Dance Revolution: Long-Term Dance Generation wit... | 2020-06-11 | - |