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Models/SGMSE+

SGMSE+

Reported on 12 benchmarks across 1 task · 2 papers · 10 SOTA

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

Audio12 results

  • Speech EnhancementonEARS-WHAM
    DNSMOS· 2022-08-11
    3.88
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-WHAM
    ESTOI· 2022-08-11
    0.73
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-WHAM
    PESQ-WB· 2022-08-11
    2.5
    best: 3.09 (Schrödinger Bridge (PESQ loss))
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-WHAM
    POLQA· 2022-08-11
    3.4
    best: 3.71 (Schrödinger Bridge (PESQ loss))
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-WHAM
    SIGMOS· 2022-08-11
    3.41
    best: 3.44 (Schrödinger Bridge)
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-Reverb
    ESTOI· 2022-08-11
    0.85
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-Reverb
    MOS Reverb· 2022-08-11
    4.73
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-Reverb
    PESQ-WB· 2022-08-11
    3.03
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-Reverb
    SI-SDR· 2022-08-11
    5.79
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonEARS-Reverb
    SIGMOS· 2022-08-11
    3.49
    SOTA
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830
  • Speech EnhancementonVoiceBank + DEMAND
    PESQ (wb)· 2024-02-01
    3.11
    best: 3.99 (ROSE-CD(PESQ))
    An Analysis of the Variance of Diffusion-based Speech EnhancementarXiv:2402.00811
  • Speech EnhancementonEARS-WHAM
    SI-SDR· 2022-08-11
    16.78
    best: 17.85 (Schrödinger Bridge)
    Speech Enhancement and Dereverberation with Diffusion-based Generative ModelsarXiv:2208.05830