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Models/Dual-Path TFC-TDF UNet (DTTNet)

Dual-Path TFC-TDF UNet (DTTNet)

Reported on 10 benchmarks across 2 tasks · 1 paper

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

Music5 results

  • Music Source SeparationonMUSDB18-HQ
    SDR (avg)· 2023-09-15
    8.15
    best: 11.99 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684
  • Music Source SeparationonMUSDB18-HQ
    SDR (bass)· 2023-09-15
    7.55
    best: 13.32 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684
  • Music Source SeparationonMUSDB18-HQ
    SDR (drums)· 2023-09-15
    7.82
    best: 12.91 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684
  • Music Source SeparationonMUSDB18-HQ
    SDR (others)· 2023-09-15
    7.02
    best: 9.01 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684
  • Music Source SeparationonMUSDB18-HQ
    SDR (vocals)· 2023-09-15
    10.21
    best: 12.72 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684

Methodology5 results

  • 2D ClassificationonMUSDB18-HQ
    SDR (avg)· 2023-09-15
    8.15
    best: 11.99 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684
  • 2D ClassificationonMUSDB18-HQ
    SDR (bass)· 2023-09-15
    7.55
    best: 13.32 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684
  • 2D ClassificationonMUSDB18-HQ
    SDR (drums)· 2023-09-15
    7.82
    best: 12.91 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684
  • 2D ClassificationonMUSDB18-HQ
    SDR (others)· 2023-09-15
    7.02
    best: 9.01 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684
  • 2D ClassificationonMUSDB18-HQ
    SDR (vocals)· 2023-09-15
    10.21
    best: 12.72 (BS-RoFormer (L=12, OA))
    Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)arXiv:2309.08684