Papers › Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the...
Lodge: A Coarse to Fine Diffusion Network for Long Dance Generation Guided by the Characteristic Dance Primitives
Ronghui Li, Yuxiang Zhang, Yachao Zhang, Hongwen Zhang, Jie Guo, Yan Zhang, Yebin Liu, Xiu Li
We propose Lodge, a network capable of generating extremely long dance sequences conditioned on given music. We design Lodge as a two-stage coarse to fine diffusion architecture, and propose the characteristic dance primitives that possess significant expressiveness as intermediate representations between two diffusion models. The first stage is global diffusion, which focuses on comprehending the coarse-level music-dance correlation and production characteristic dance primitives. In contrast, the second-stage is the local diffusion, which parallelly generates detailed motion sequences under the guidance of the dance primitives and choreographic rules. In addition, we propose a Foot Refine Block to optimize the contact between the feet and the ground, enhancing the physical realism of the motion. Our approach can parallelly generate dance sequences of extremely long length, striking a balance between global choreographic patterns and local motion quality and expressiveness. Extensive experiments validate the efficacy of our method.
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Code
Syntology Ran 10 of 17 code samples harvested from 1 repository linked to this paper; 7 have no recorded run. Of those that ran: 1 ran · our draft was wrong; 9 ran with no contract checked.
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Code Syntology ran Syntology
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Tasks
Results from the paper archive 2025-07-28
| Task | Dataset | Model | Metric | Value | Rank at snapshot | Leaderboard | Report |
|---|---|---|---|---|---|---|---|
| Motion Synthesis | AIST++ | Lodge (DDPM) | Beat alignment score | 0.24 | #7 of 12 | Archive leaderboard | report |
| Motion Synthesis | AIST++ | Lodge (DDPM) | FID | 37.09 | #7 of 12 | Archive leaderboard | report |
| Motion Synthesis | FineDance | Lodge (DDPM) | BAS | 0.2397 | #3 of 8 | Archive leaderboard | report |
| Motion Synthesis | FineDance | Lodge (DDPM) | fid_k | 45.56 | #3 of 8 | Archive leaderboard | report |
| Motion Synthesis | FineDance | Lodge (DDIM) | BAS | 0.2269 | #4 of 8 | Archive leaderboard | report |
| Motion Synthesis | FineDance | Lodge (DDIM) | fid_k | 50.00 | #4 of 8 | Archive leaderboard | report |
Ranks are positions in the archive's leaderboards as they stood at the 2025-07-28 snapshot. Results published since then are not among these rows, so a rank here is not a current standing.
Methods
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