Speech Enhancement on WSJ0-SI84+DNS-Challenge (test)
2.72PESQ (-5dB SNR)DBHN-Net
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DBHN-NetArchitecture=Proposed (Dual-branch Hybrid), Noise condition=Factory1 and Babble2026.06 | 2.72 | 3.17 | 3.54 | 3.14 | 71.21 | 83.46 | 89.29 | 81.32 | 8.47 | 12.16 | 15.14 | 11.93 | |
| BSDB-NetArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 2.43 | 2.92 | 3.26 | 2.87 | 66.27 | 78.19 | 86.66 | 77.04 | 7.42 | 11.34 | 14.39 | 11.05 | |
| GaG-NetArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 2.36 | 2.85 | 3.22 | 2.81 | 65.84 | 78.13 | 85.79 | 76.59 | 7.36 | 11.23 | 14.31 | 10.57 | |
| CTS-NetArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 2.32 | 2.79 | 3.14 | 2.75 | 62.92 | 76.2 | 84.35 | 74.49 | 6.75 | 10.84 | 13.96 | 10.52 | |
| FullSubNetArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 2.2 | 2.64 | 2.97 | 2.6 | 50.44 | 67.34 | 78.88 | 65.56 | 4.34 | 9.01 | 12.81 | 8.72 | |
| DPRNNArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 2.17 | 2.6 | 2.96 | 2.57 | 61.74 | 74.74 | 83.53 | 73.34 | 6.88 | 11.23 | 13.82 | 10.43 | |
| ConvTasNetArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 2.11 | 2.54 | 2.88 | 2.52 | 60.06 | 73.8 | 82.9 | 72.25 | 6.56 | 10.43 | 13.63 | 10.21 | |
| GCRNArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 2.02 | 2.55 | 2.92 | 2.5 | 56.44 | 72.83 | 82.08 | 70.45 | 5.36 | 9.72 | 12.67 | 9.25 | |
| LSTMArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 1.97 | 2.37 | 2.67 | 2.34 | 49.33 | 64.14 | 74.98 | 62.82 | 2.49 | 6.58 | 9.54 | 6.2 | |
| CRNArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 1.97 | 2.45 | 2.79 | 2.41 | 50.52 | 66.21 | 77.24 | 64.66 | 2.66 | 7.23 | 10.79 | 6.89 | |
| Spiking-UNetArchitecture=SNN-based, Noise condition=Factory1 and Babble2026.06 | 1.96 | 2.38 | 2.98 | 2.44 | 47.13 | 62.21 | 76.11 | 61.82 | 2.78 | 7.42 | — | 6.69 | |
| DCCRNArchitecture=ANN-based, Noise condition=Factory1 and Babble2026.06 | 1.9 | 2.46 | 2.84 | 2.4 | 50.98 | 68.06 | 78.73 | 65.92 | 4.17 | 8.61 | 11.74 | 8.17 | |
| NoisyNoise condition=Factory1 and Babble2026.06 | 1.54 | 1.86 | 2.171 | 1.85 | 29.25 | 43.11 | 57.53 | 43.3 | -5 | 0 | 5 | 0 |