{
  "schema_version": 2,
  "task": "dance_to_music",
  "dataset": "AIST++ D2M-GAN official 86x2-second test split",
  "population": 86,
  "updated": "2026-07-22",
  "protocol": {
    "aggregation": "macro average over two-second clips",
    "beat_detection": "D2M-GAN Beats_Scores (22.05 kHz onset detection, one-second bins)",
    "generation": {
      "guidance_scale": 3.0,
      "temperature": 1.0,
      "top_k": 250,
      "prompt": "none"
    },
    "coverage_note": "The paper's Beats Coverage is an unbounded generated/reference beat-count ratio. Values above 100% indicate excess beats."
  },
  "rows": [
    {
      "method": "GT",
      "version": "AIST++ reference music",
      "source": "reference",
      "reference": true,
      "beat_count_ratio": 1.0,
      "beat_hit_rate": 1.0
    },
    {
      "method": "UniMuMo",
      "version": "Motius reproduction, official checkpoint, CFG 3",
      "source": "motius",
      "reference": false,
      "checkpoint": "https://huggingface.co/ZeyuLing/Motius-UniMuMo",
      "model_card": "https://github.com/ZeyuLing/Motius/blob/main/docs/model_zoo/unimumo.md",
      "paper": "https://arxiv.org/abs/2410.04534",
      "beat_count_ratio": 0.8430232558139535,
      "beat_hit_rate": 0.8081395348837209
    }
  ],
  "paper_rows": [
    {
      "method": "Dance2Music",
      "version": "paper Table 2",
      "source": "paper",
      "beat_count_ratio": 0.835,
      "beat_hit_rate": 0.824
    },
    {
      "method": "Foley",
      "version": "paper Table 2",
      "source": "paper",
      "beat_count_ratio": 0.741,
      "beat_hit_rate": 0.694
    },
    {
      "method": "CMT",
      "version": "paper Table 2",
      "source": "paper",
      "beat_count_ratio": 0.855,
      "beat_hit_rate": 0.835
    },
    {
      "method": "D2M-GAN",
      "version": "paper Table 2",
      "source": "paper",
      "beat_count_ratio": 0.882,
      "beat_hit_rate": 0.847
    },
    {
      "method": "CDCD",
      "version": "paper Table 2",
      "source": "paper",
      "beat_count_ratio": 0.939,
      "beat_hit_rate": 0.907
    },
    {
      "method": "UniMuMo paper",
      "version": "paper Table 2",
      "source": "paper",
      "beat_count_ratio": 0.93,
      "beat_hit_rate": 0.884
    }
  ]
}