Papers › Harmonious Group Choreography with Trajectory-Controllable Diffusion
Harmonious Group Choreography with Trajectory-Controllable Diffusion
Yuqin Dai, Wanlu Zhu, Ronghui Li, Zeping Ren, Xiangzheng Zhou, Xiu Li, Jun Li, Jian Yang
Creating group choreography from music has gained attention in cultural entertainment and virtual reality, aiming to coordinate visually cohesive and diverse group movements. Despite increasing interest, recent works face challenges in achieving aesthetically appealing choreography, primarily for two key issues: multi-dancer collision and single-dancer foot slide. To address these issues, we propose a Trajectory-Controllable Diffusion (TCDiff), a novel approach that harnesses non-overlapping trajectories to facilitate coherent dance movements. Specifically, to tackle dancer collisions, we introduce a Dance-Beat Navigator capable of generating trajectories for multiple dancers based on the music, complemented by a Distance-Consistency loss to maintain appropriate spacing among trajectories within a reasonable threshold. To mitigate foot sliding, we present a Footwork Adaptor that utilizes trajectory displacement from adjacent frames to enable flexible footwork, coupled with a Relative Forward-Kinematic loss to adjust the positioning of individual dancers' root nodes and joints. Extensive experiments demonstrate that our method achieves state-of-the-art results.
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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 | AIOZ-GDANCE | TCDiff | FID | 42.39 | #3 of 4 | Archive leaderboard | report |
| Motion Synthesis | AIOZ-GDANCE | TCDiff | GMC | 81.48 | #3 of 4 | Archive leaderboard | report |
| Motion Synthesis | AIOZ-GDANCE | TCDiff | GMR | 21.12 | #3 of 4 | Archive leaderboard | report |
| Motion Synthesis | AIOZ-GDANCE | TCDiff | GenDiv | 14.37 | #3 of 4 | Archive leaderboard | report |
| Motion Synthesis | AIOZ-GDANCE | TCDiff | MMC | 0.25 | #3 of 4 | Archive leaderboard | report |
| Motion Synthesis | AIOZ-GDANCE | TCDiff | PFC | 0.54 | #3 of 4 | Archive leaderboard | report |
| Motion Synthesis | AIOZ-GDANCE | TCDiff | TIF | 0.15 | #3 of 4 | 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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