Speech Enhancement on DNS with reverb (test)
93.84STOIFullSubNet+
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FullSubNet+Year=2021, Look Ahead (ms)=322022.03 | 93.84 | — | — | 3.218 | 3.666 | 16.81 | — | — | — | — | — | — | — | |
| FullSubNetYear=2021, Look Ahead (ms)=322022.03 | 92.93 | — | — | 3.063 | 3.581 | 16.09 | — | — | — | — | — | — | — | |
| CTS-NetYear=20212022.03 | 92.7 | — | — | 3.02 | 3.47 | 15.58 | — | — | — | — | — | — | — | |
| TRU-NetYear=2021, Look Ahead (ms)=02022.03 | 91.29 | — | — | 2.74 | 3.35 | 14.87 | — | — | — | — | — | — | — | |
| GRU(TFE+STME)Loss function=TFE+STME, STRF Kernels=Automatically-learned Gabor-based2021.02 | 91.2 | 2.75 | 14.5 | — | — | — | — | — | — | — | — | — | — | |
| GRU(TFE+STME^R)Loss function=TFE+STME, STRF Kernels=Randomly-selected2021.02 | 90.6 | 2.63 | 14.5 | — | — | — | — | — | — | — | — | — | — | |
| GRU(STME)Loss function=STME2021.02 | 90.1 | 2.64 | 12 | — | — | — | — | — | — | — | — | — | — | |
| GRU(TFE)Loss function=TFE2021.02 | 89.4 | 2.36 | 13.2 | — | — | — | — | — | — | — | — | — | — | |
| NoisyCondition=Unprocessed2020.05 | 86.62 | 2.75 | 9.03 | — | — | — | — | — | — | — | — | — | — | |
| Noisy2022.03 | 86.62 | — | — | 1.822 | 2.753 | 9.033 | — | — | — | — | — | — | — | |
| Noisy2021.02 | 86.6 | 1.82 | 9 | — | — | — | — | — | — | — | — | — | — | |
| B1Features=STFT2020.05 | 85.41 | 2.75 | 11.33 | — | — | — | — | — | — | — | — | — | — | |
| B2Features=Learned2020.05 | 85.05 | 2.74 | 10.92 | — | — | — | — | — | — | — | — | — | — | |
| B4Features=Learned2020.05 | 84.9 | 2.76 | 10.77 | — | — | — | — | — | — | — | — | — | — | |
| B3Features=STFT2020.05 | 84.8 | 2.7 | 10.84 | — | — | — | — | — | — | — | — | — | — | |
| DTLN2020.05 | 84.68 | 2.7 | 10.53 | — | — | — | — | — | — | — | — | — | — | |
| NSNet2020.05 | 82.15 | 2.47 | 9.18 | — | — | — | — | — | — | — | — | — | — | |
| DNS Baseline2021.02 | 82.1 | 1.52 | 9.2 | — | — | — | — | — | — | — | — | — | — | |
| SBMParameters [M]=3.93, RTF=0.00482025.10 | 71 | 1.971 | — | — | — | — | 3.653 | 3.995 | 3.367 | 4.055 | 4.053 | 0.784 | 0.965 | |
| Mamba-baseParameters [M]=3.61, RTF=0.00482025.10 | 69.6 | 1.895 | — | — | — | — | 3.202 | 3.898 | 2.895 | 3.665 | 3.514 | 0.766 | 0.963 | |
| SB-NCSN++(10)Parameters [M]=25.16, RTF=0.1562025.10 | 67.1 | 1.597 | — | — | — | — | 3.425 | 3.97 | 3.126 | 3.896 | 4.087 | 0.728 | 0.947 | |
| SB-NCSN++(1)Parameters [M]=25.16, RTF=0.01552025.10 | 67 | 1.586 | — | — | — | — | 3.281 | 3.871 | 2.948 | 3.559 | 3.323 | 0.73 | 0.943 | |
| FM-MambaParameters [M]=3.93, RTF=0.00482025.10 | 63.4 | 1.643 | — | — | — | — | 3.164 | 3.956 | 2.887 | 3.461 | 3.148 | 0.682 | 0.93 | |
| SB-NCSN++(50)Parameters [M]=25.16, RTF=0.7672025.10 | 62.9 | 1.532 | — | — | — | — | 3.395 | 3.938 | 3.085 | 3.884 | 3.879 | 0.703 | 0.947 | |
| SB-UFOGenParameters [M]=25.16, RTF=0.01522025.10 | 60.1 | 1.383 | — | — | — | — | 2.964 | 3.664 | 2.596 | 3.337 | 2.131 | 0.662 | 0.918 | |
| ZipEnhancerParameters [M]=2.04, RTF=0.1052025.10 | 28.8 | 1.227 | — | — | — | — | 2.771 | 3.164 | 2.264 | 2.85 | 1.926 | 0.534 | 0.84 | |
| SBCTMParameters [M]=65.98, RTF=0.022025.10 | 28.1 | 1.218 | — | — | — | — | 2.927 | 3.859 | 2.623 | 3.035 | 2.578 | 0.494 | 0.859 | |
| DCCRN-EYear=2020, Look Ahead (ms)=37.52022.03 | — | — | — | — | 3.077 | — | — | — | — | — | — | — | — | |
| DCCRN+Year=2021, Look Ahead (ms)=102022.03 | — | — | — | — | 3.3 | — | — | — | — | — | — | — | — | |
| PoCoNetYear=20202022.03 | — | — | — | 2.832 | — | — | — | — | — | — | — | — | — |