BRACE (The Breakdancing Competition Dataset for Dance Motion Synthesis)

Introduced by Moltisanti et al. in BRACE: The Breakdancing Competition Dataset for Dance Motion Synthesis

BRACE is a dataset for audio-conditioned dance motion synthesis challenging common assumptions for this task:

  • strong music-dance correlation
  • controlled motion data
  • simple poses and movements

To address these issues:

  • We focus on breakdancing which features acrobatic moves, tangled postures and weaker dance-music correlation.
  • We adopt a hybrid labelling pipeline leveraging estimation models as well as manual annotations to obtain good quality keypoint sequences at a reduced cost.
  • Our efforts produced the BRACE dataset, which contains over 3 hours and 30 minutes of densely annotated poses.
  • BRACE is also useful to fine-tune pose-estimation models thanks to its high quality keypoint annotations for complicated and uncommon poses.

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