TasksSotADatasetsPapersMethodsSubmitAbout
Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable BenchmarksAll SotADatasetsPapersMethods

Community

Submit ResultsAbout

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/DEMUCS (extra)

DEMUCS (extra)

Reported on 10 benchmarks across 2 tasks · 1 paper · 10 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Music5 results

  • Music Source SeparationonMUSDB18
    SDR (avg)· uses extra data· 2019-11-27
    6.79
    best: 9.2 (Sparse HT Demucs (fine tuned))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254
  • Music Source SeparationonMUSDB18
    SDR (bass)· uses extra data· 2019-11-27
    7.6
    best: 10.47 (Sparse HT Demucs (fine tuned))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254
  • Music Source SeparationonMUSDB18
    SDR (drums)· uses extra data· 2019-11-27
    7.58
    best: 10.83 (Sparse HT Demucs (fine tuned))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254
  • Music Source SeparationonMUSDB18
    SDR (other)· uses extra data· 2019-11-27
    4.69
    best: 7.08 (Band-Split RNN (semi-sup.))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254
  • Music Source SeparationonMUSDB18
    SDR (vocals)· uses extra data· 2019-11-27
    7.29
    best: 10.47 (Band-Split RNN (semi-sup.))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254

Methodology5 results

  • 2D ClassificationonMUSDB18
    SDR (avg)· uses extra data· 2019-11-27
    6.79
    best: 9.2 (Sparse HT Demucs (fine tuned))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254
  • 2D ClassificationonMUSDB18
    SDR (bass)· uses extra data· 2019-11-27
    7.6
    best: 10.47 (Sparse HT Demucs (fine tuned))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254
  • 2D ClassificationonMUSDB18
    SDR (drums)· uses extra data· 2019-11-27
    7.58
    best: 10.83 (Sparse HT Demucs (fine tuned))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254
  • 2D ClassificationonMUSDB18
    SDR (other)· uses extra data· 2019-11-27
    4.69
    best: 7.08 (Band-Split RNN (semi-sup.))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254
  • 2D ClassificationonMUSDB18
    SDR (vocals)· uses extra data· 2019-11-27
    7.29
    best: 10.47 (Band-Split RNN (semi-sup.))
    SOTA
    Music Source Separation in the Waveform DomainarXiv:1911.13254