Speech Enhancement on Multilingual low-SNR (evaluation set)
3.2PESQDPDFNet-8
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DPDFNet-8DPRNN Blocks=8, Params [M]=3.54, MACs [G]=4.372025.12 | 3.2 | 93.4 | 14.47 | 3.19 | 4.09 | 2.89 | 3.28 | 4.21 | 4.43 | 4.34 | 4 | 4.18 | 1 | |
| DPDFNet-4DPRNN Blocks=4, Params [M]=2.84, MACs [G]=2.362025.12 | 3.18 | 93 | 14.11 | 3.17 | 4.08 | 2.87 | 3.28 | 4.15 | 4.4 | 4.3 | 3.96 | 4.14 | 0.98 | |
| DPDFNet-2DPRNN Blocks=2, Params [M]=2.49, MACs [G]=1.352025.12 | 3.14 | 92.6 | 13.72 | 3.16 | 4.08 | 2.85 | 3.26 | 4.06 | 4.36 | 4.23 | 3.92 | 4.1 | 0.95 | |
| Baseline + OA Loss + Fine-TuningOA Loss=true, Fine-Tuning=true, Architecture=DeepFilterNet2, Params [M]=2.31, MACs [G]=0.362025.12 | 3.04 | 91.6 | 13.27 | 3.14 | 4.07 | 2.83 | 3.21 | 3.96 | 4.31 | 4.17 | 3.83 | 4.05 | 0.91 | |
| Baseline + OA LossOA Loss=true, Fine-Tuning=false, Architecture=DeepFilterNet2, Params [M]=2.31, MACs [G]=0.362025.12 | 2.92 | 90.2 | 11.21 | 3.19 | 4.09 | 2.89 | 3.28 | 3.8 | 4.28 | 4.07 | 3.79 | 4 | 0.85 | |
| BaselineOA Loss=false, Fine-Tuning=false, Architecture=DeepFilterNet2, Params [M]=2.31, MACs [G]=0.362025.12 | 2.85 | 89.2 | 10.25 | 2.94 | 4 | 2.65 | 3.17 | 3.95 | 4.37 | 4.17 | 3.87 | 4.02 | 0.79 | |
| CleanUNetParams [M]=46.07, MACs [G]=15.442025.12 | 2.82 | 93 | 12.5 | 3.08 | 4 | 2.77 | 3.15 | 2.83 | 3.65 | 2.96 | 3.03 | 3.71 | 0.79 | |
| aTENNuateParams [M]=0.80, MACs [G]=0.332025.12 | 2.8 | 88.9 | 9.65 | 3.05 | 4.03 | 2.74 | 2.94 | 3.01 | 3.35 | 3.9 | 2.97 | 3.92 | 0.7 | |
| DPCRNParams [M]=0.53, MACs [G]=1.102025.12 | 2.76 | 90.7 | 11.93 | 2.74 | 3.79 | 2.4 | 3.03 | 2.92 | 3.11 | 3.61 | 3.23 | 3.4 | 0.69 | |
| DeepFilterNet3Params [M]=2.14, MACs [G]=0.352025.12 | 2.76 | 90.5 | 12.1 | 3.03 | 4.01 | 2.72 | 3.22 | 3.84 | 4.12 | 3.99 | 3.75 | 3.85 | 0.82 | |
| FastEnhancer-LParams [M]=1.11, MACs [G]=11.002025.12 | 2.76 | 91.2 | 13.57 | 2.94 | 4 | 2.65 | 3.17 | 4.15 | 4.49 | 4.27 | 3.98 | 4.15 | 0.87 | |
| FastEnhancer-SParams [M]=0.49, MACs [G]=2.902025.12 | 2.75 | 90.4 | 12.51 | 2.89 | 4.03 | 2.61 | 3.15 | 3.71 | 4.32 | 3.94 | 3.67 | 3.97 | 0.81 | |
| FastEnhancer-BParams [M]=0.092, MACs [G]=0.262025.12 | 2.63 | 89.6 | 11.88 | 2.82 | 3.99 | 2.53 | 3.09 | 3.4 | 4.13 | 3.67 | 3.44 | 3.76 | 0.73 | |
| DeepFilterNet2Params [M]=2.31, MACs [G]=0.362025.12 | 2.59 | 91.2 | 11.95 | 2.93 | 3.87 | 2.58 | 3.19 | 3.24 | 3.74 | 3.62 | 3.47 | 3.6 | 0.75 | |
| FastEnhancer-MParams [M]=0.19, MACs [G]=0.662025.12 | 2.58 | 90.4 | 12.96 | 2.9 | 3.98 | 2.61 | 3.13 | 3.87 | 4.33 | 4.03 | 3.79 | 4.01 | 0.8 | |
| DEMUCSParams [M]=33.53, MACs [G]=7.702025.12 | 2.57 | 91.5 | 12.36 | 3 | 3.95 | 2.69 | 3.09 | 2.52 | 3.56 | 2.7 | 2.94 | 3.79 | 0.72 | |
| FastEnhancer-TParams [M]=0.022, MACs [G]=0.0552025.12 | 2.39 | 87.6 | 10.75 | 2.6 | 3.91 | 2.32 | 2.98 | 2.74 | 3.84 | 3.09 | 2.95 | 3.44 | 0.58 | |
| RNNoiseParams [M]=0.087, MACs [G]=0.042025.12 | 2.36 | 88.5 | 8.97 | 2.81 | 3.94 | 2.51 | 3.01 | 1.88 | 3.68 | 2.2 | 2.19 | 3.14 | 0.52 | |
| FullSubNetParams [M]=5.60, MACs [G]=30.002025.12 | 2.36 | 89.6 | 10.63 | 2.91 | 3.39 | 2.43 | 3.06 | 2.76 | 2.78 | 3.83 | 3.41 | 3.29 | 0.63 | |
| NSNet2Params [M]=2.60, MACs [G]=0.262025.12 | 2.35 | 86.8 | 8.63 | 2.68 | 3.82 | 2.36 | 2.92 | 2.63 | 3.39 | 3.25 | 2.76 | 3.3 | 0.52 | |
| GTCRNParams [M]=0.023, MACs [G]=0.0392025.12 | 2.21 | 87.2 | 9.11 | 2.56 | 3.76 | 2.25 | 3 | 2.53 | 3.27 | 3.17 | 2.8 | 3.01 | 0.49 | |
| DTLNParams [M]=0.99, MACs [G]=0.122025.12 | 2.14 | 88.7 | 10.83 | 2.51 | 3.5 | 2.15 | 2.85 | 2.13 | 2.51 | 2.79 | 2.39 | 2.85 | 0.46 | |
| Noisy2025.12 | 1.32 | 83.2 | 0.38 | 2.03 | 1.66 | 1.56 | 2.53 | 2 | 1.69 | 3.4 | 2.68 | 2.68 | 0.04 |