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Models/CMGAN

CMGAN

Reported on 9 benchmarks across 4 tasks · 1 paper · 5 SOTA

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

Audio9 results

  • Speech EnhancementonVoiceBank + DEMAND
    CBAK· 2022-09-22
    3.94
    best: 3.99 (MP-SENet)
    SOTA
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112
  • Speech EnhancementonVoiceBank + DEMAND
    COVL· 2022-09-22
    4.12
    best: 4.4 (Mamba-SEUNet L (+PCS))
    SOTA
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112
  • Speech EnhancementonVoiceBank + DEMAND
    CSIG· 2022-09-22
    4.63
    best: 4.82 (Mamba-SEUNet L (+PCS))
    SOTA
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112
  • Speech EnhancementonVoiceBank + DEMAND
    SSNR· 2022-09-22
    11.1
    SOTA
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112
  • Speech EnhancementonVoiceBank + DEMAND
    STOI· 2022-09-22
    96
    best: 96.22 (ZipEnhancer (S, \lamba_6 = 0.2))
    SOTA
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112
  • Audio GenerationonVCTK Multi-Speaker
    Log-Spectral Distance· 2022-09-22
    0.76
    best: 3.1 (U-Net)
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112
  • Speech EnhancementonVoiceBank + DEMAND
    PESQ (wb)· 2022-09-22
    3.41
    best: 3.99 (ROSE-CD(PESQ))
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112
  • 10-shot image generationonVCTK Multi-Speaker
    Log-Spectral Distance· 2022-09-22
    0.76
    best: 3.1 (U-Net)
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112
  • Audio Super-ResolutiononVCTK Multi-Speaker
    Log-Spectral Distance· 2022-09-22
    0.76
    best: 3.1 (U-Net)
    CMGAN: Conformer-Based Metric-GAN for Monaural Speech EnhancementarXiv:2209.11112