Speech Enhancement on DNS no_reverb (test)
3.419PESQZipEnhancer
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ZipEnhancerParameters [M]=2.04, RTF=0.1052025.10 | 3.419 | — | 95.2 | — | — | — | — | — | 3.578 | 4.136 | 3.35 | 4.015 | 4.289 | 0.922 | 99.2 | — | |
| FRCRNCasual & NFI=false, Param. (M)=6.9, FLOPs (G/s)=12.302025.06 | 3.23 | — | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | 19.78 | |
| DPDCRN-TCasual & NFI=true, Param. (M)=3.5, FLOPs (G/s)=13.71, RTF=0.362025.06 | 3.16 | — | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | 17.47 | |
| DTLN2020.05 | 3.04 | 16.34 | 94.76 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| B3Features=STFT2020.05 | 3.03 | 16.27 | 94.74 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| I2SRF-TFCKD (M4)Casual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 3.03 | — | 96.8 | — | — | — | — | — | — | — | — | — | — | — | — | 17.74 | |
| B1Features=STFT2020.05 | 3 | 16.05 | 94.53 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| B2Features=Learned2020.05 | 3 | 15.87 | 94.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FullSubNet+Casual & NFI=false, Param. (M)=8.7, FLOPs (G/s)=31.122025.06 | 2.98 | — | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | 18.34 | |
| M3Casual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.97 | — | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | 17.58 | |
| B4Features=Learned2020.05 | 2.96 | 15.51 | 93.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CTS-NetCasual & NFI=false, Param. (M)=4.4, FLOPs (G/s)=5.572025.06 | 2.94 | — | 96.7 | — | — | — | — | — | — | — | — | — | — | — | — | 17.99 | |
| UCLFWPKDCasual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.94 | — | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | 17.16 | |
| Two-Step KDCasual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.93 | — | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | 17.05 | |
| FastEnhancer-LCasual & NFI=true, Param. (M)=0.68, FLOPs (G/s)=7.17, RTF=0.202025.06 | 2.92 | — | 96.6 | — | — | — | — | — | — | — | — | — | — | — | — | 16.47 | |
| MPMTNet-KDCasual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.92 | — | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | 17.08 | |
| ABC-KDCasual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.9 | — | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | 17.14 | |
| M2Casual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.89 | — | 96.5 | — | — | — | — | — | — | — | — | — | — | — | — | 17.36 | |
| CLSKDCasual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.84 | — | 96.3 | — | — | — | — | — | — | — | — | — | — | — | — | 17.08 | |
| SBCTMParameters [M]=65.98, RTF=0.022025.10 | 2.835 | — | 89.8 | — | — | — | — | — | 3.523 | 4.128 | 3.298 | 3.906 | 4.574 | 0.87 | 98.6 | — | |
| M1Casual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.83 | — | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | 17.22 | |
| SBMParameters [M]=3.93, RTF=0.00482025.10 | 2.825 | — | 92.1 | — | — | — | — | — | 3.751 | 4.129 | 3.292 | 4.187 | 4.657 | 0.893 | 99 | — | |
| DCTCRN-P2021.02 | 2.82 | — | — | 2.31 | 2.59 | 2.85 | 3.08 | 3.28 | — | — | — | — | — | — | — | — | |
| DCTCRN-T2021.02 | 2.82 | — | — | 2.3 | 2.59 | 2.85 | 3.08 | 3.29 | — | — | — | — | — | — | — | — | |
| DPDCRN-SCasual & NFI=true, Param. (M)=0.6, FLOPs (G/s)=2.44, RTF=0.092025.06 | 2.81 | — | 96.2 | — | — | — | — | — | — | — | — | — | — | — | — | 17.05 | |
| DCCRNCasual & NFI=false, Param. (M)=3.7, FLOPs (G/s)=14.372025.06 | 2.8 | — | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | 16.38 | |
| DCCRN-E2021.02 | 2.79 | — | — | 2.25 | 2.54 | 2.82 | 3.06 | 3.27 | — | — | — | — | — | — | — | — | |
| DCTCRN-S2021.02 | 2.77 | — | — | 2.25 | 2.53 | 2.78 | 3.03 | 3.23 | — | — | — | — | — | — | — | — | |
| Mamba-baseParameters [M]=3.61, RTF=0.00482025.10 | 2.73 | — | 91.6 | — | — | — | — | — | 3.515 | 4.053 | 3.253 | 3.997 | 4.468 | 0.887 | 99 | — | |
| GRU(TFE+STME)Loss function=TFE+STME, STRF Kernels=Automatically-learned Gabor-based2021.02 | 2.71 | 15.9 | 95.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSNet2020.05 | 2.7 | 12.47 | 90.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GTCRNCasual & NFI=true, Param. (M)=0.05, FLOPs (G/s)=0.04, RTF=0.072025.06 | 2.64 | — | 95.5 | — | — | — | — | — | — | — | — | — | — | — | — | 16.84 | |
| GRU(STME)Loss function=STME2021.02 | 2.59 | 12.4 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GRU(TFE+STME^R)Loss function=TFE+STME, STRF Kernels=Randomly-selected2021.02 | 2.57 | 15.9 | 95.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NoisyCondition=Unprocessed2020.05 | 2.45 | 9.07 | 91.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GRU(TFE)Loss function=TFE2021.02 | 2.27 | 14.9 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSNetCasual & NFI=true, Param. (M)=1.3, FLOPs (G/s)=0.13, RTF=0.012025.06 | 2.15 | — | 94.5 | — | — | — | — | — | — | — | — | — | — | — | — | 15.61 | |
| FM-MambaParameters [M]=3.93, RTF=0.00482025.10 | 1.964 | — | 84.3 | — | — | — | — | — | 3.446 | 4.057 | 3.192 | 3.783 | 4.088 | 0.802 | 96.8 | — | |
| noisy2021.02 | 1.9 | — | — | 1.51 | 1.7 | 1.89 | 2.09 | 2.3 | — | — | — | — | — | — | — | — | |
| DNS Baseline2021.02 | 1.83 | 12.5 | 90.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SB-UFOGenParameters [M]=25.16, RTF=0.01522025.10 | 1.754 | — | 80.3 | — | — | — | — | — | 3.443 | 4.007 | 3.161 | 3.76 | 3.719 | 0.793 | 96.4 | — | |
| SB-NCSN++(1)Parameters [M]=25.16, RTF=0.01552025.10 | 1.669 | — | 79.1 | — | — | — | — | — | 3.387 | 4.087 | 3.148 | 3.665 | 3.892 | 0.787 | 96.2 | — | |
| SB-NCSN++(50)Parameters [M]=25.16, RTF=0.7672025.10 | 1.656 | — | 80 | — | — | — | — | — | 3.515 | 4.02 | 3.231 | 4.01 | 4.233 | 0.78 | 97.6 | — | |
| SB-NCSN++(10)Parameters [M]=25.16, RTF=0.1562025.10 | 1.651 | — | 82.4 | — | — | — | — | — | 3.477 | 4.069 | 3.225 | 3.968 | 4.472 | 0.792 | 97.4 | — | |
| Noisy2021.02 | 1.58 | 9.1 | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Noisy2025.06 | 1.58 | — | 91.5 | — | — | — | — | — | — | — | — | — | — | — | — | 9.07 | |
| DTLNCasual & NFI=true, Param. (M)=1.0, FLOPs (G/s)=0.25, RTF=0.022025.06 | — | — | 94.8 | — | — | — | — | — | — | — | — | — | — | — | — | 16.34 |