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Models/ROSE

ROSE

Reported on 10 benchmarks across 3 tasks · 2 papers · 1 SOTA

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

Audio6 results

  • Speech EnhancementonVoiceBank + DEMAND
    Para. (M)· 2023-12-11
    36.98
    best: 65 (ROSE-CD(PESQ))
    SOTA
    ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective LearningarXiv:2312.06118
  • Speech EnhancementonVoiceBank + DEMAND
    CBAK· 2023-12-11
    3.56
    best: 3.99 (MP-SENet)
    ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective LearningarXiv:2312.06118
  • Speech EnhancementonVoiceBank + DEMAND
    COVL· 2023-12-11
    3.72
    best: 4.4 (Mamba-SEUNet L (+PCS))
    ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective LearningarXiv:2312.06118
  • Speech EnhancementonVoiceBank + DEMAND
    CSIG· 2023-12-11
    4.47
    best: 4.82 (Mamba-SEUNet L (+PCS))
    ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective LearningarXiv:2312.06118
  • Speech EnhancementonVoiceBank + DEMAND
    PESQ (wb)· 2023-12-11
    3.01
    best: 3.99 (ROSE-CD(PESQ))
    ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective LearningarXiv:2312.06118
  • Speech EnhancementonVoiceBank + DEMAND
    STOI· 2023-12-11
    95
    best: 96.22 (ZipEnhancer (S, \lamba_6 = 0.2))
    ROSE: A Recognition-Oriented Speech Enhancement Framework in Air Traffic Control Using Multi-Objective LearningarXiv:2312.06118

Time Series4 results

  • Time Series ForecastingonETTh1 (336) Multivariate
    MAE· 2024-05-24
    0.422
    best: 0.2158 (DeformTime)
    ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency LearningarXiv:2405.17478
  • Time Series ForecastingonETTh1 (336) Multivariate
    MSE· 2024-05-24
    0.406
    best: 0.374 (D-PAD)
    ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency LearningarXiv:2405.17478
  • Time Series AnalysisonETTh1 (336) Multivariate
    MAE· 2024-05-24
    0.422
    best: 0.2158 (DeformTime)
    ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency LearningarXiv:2405.17478
  • Time Series AnalysisonETTh1 (336) Multivariate
    MSE· 2024-05-24
    0.406
    best: 0.374 (D-PAD)
    ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency LearningarXiv:2405.17478