From: Supervised Attention Multi-Scale Temporal Convolutional Network for monaural speech enhancement
 | Test dataset | No RIR | RIR | ||||
---|---|---|---|---|---|---|---|
Training dataset | Metrics | PESQ | STOI (%) | SDR | PESQ | STOI (%) | SDR |
No RIR | Unprocessed | 2.08 | 91.7 | 14.81 | 2.24 | 88.5 | 14.81 |
CRN | 2.55 | 93.8 | 19.29 | 2.18 | 88.7 | 15.76 | |
MSTCN | 2.77 | 94.3 | 16.82 | 2.52 | 90.1 | 14.36 | |
LSTM-IRM | 2.90 | 95.2 | 19.90 | 2.71 | 91.6 | 16.81 | |
GCRN | 2.85 | 94.4 | 20.82 | 2.37 | 89.1 | 16.13 | |
GaGNet | 2.98 | 94.9 | 21.04 | 2.47 | 89.5 | 16.55 | |
Conv-TasNet | 2.99 | 95.0 | 21.50 | 2.44 | 89.3 | 16.31 | |
DCCRN | 3.22 | 95.7 | 21.48 | 2.49 | 90.4 | 16.43 | |
DPCRN | 3.19 | 95.6 | 21.53 | 2.71 | 91.6 | 17.53 | |
SA-MSTCN\(^{1}\) | 3.38 | 96.1 | 21.45 | 2.74 | 91.4 | 17.21 | |
SA-MSTCN\(^{2}\) | 3.41 | 96.2 | 21.95 | 2.71 | 91.3 | 17.24 | |
RIR | CRN | 2.43 | 93.3 | 18.75 | 2.59 | 90.7 | 18.39 |
MSTCN | 2.59 | 93.6 | 16.19 | 2.75 | 91.6 | 15.93 | |
LSTM-IRM | 2.83 | 95.0 | 19.70 | 3.02 | 93.2 | 19.31 | |
GCRN | 2.68 | 93.6 | 19.75 | 2.84 | 91.8 | 19.08 | |
GaGNet | 2.69 | 93.8 | 19.87 | 2.86 | 91.6 | 19.49 | |
Conv-TasNet | 2.93 | 94.8 | 21.08 | 3.03 | 92.5 | 20.22 | |
DCCRN | 3.00 | 94.9 | 21.16 | 3.15 | 93.0 | 20.30 | |
DPCRN | 2.98 | 94.9 | 20.58 | 3.24 | 93.3 | 20.14 | |
SA-MSTCN\(^{1}\) | 3.24 | 95.7 | 20.99 | 3.44 | 94.3 | 20.61 | |
SA-MSTCN\(^{2}\) | 3.26 | 95.8 | 21.30 | 3.47 | 94.3 | 20.83 | |
Half RIR and half no RIR | CRN | 2.50 | 93.5 | 19.02 | 2.58 | 90.7 | 18.40 |
MSTCN | 2.69 | 94.0 | 16.54 | 2.75 | 91.6 | 15.87 | |
LSTM-IRM | 2.92 | 95.2 | 19.90 | 3.01 | 93.1 | 19.33 | |
GCRN | 2.72 | 94.0 | 20.09 | 2.84 | 91.4 | 19.14 | |
GaGNet | 2.91 | 94.0 | 20.87 | 2.84 | 91.3 | 19.22 | |
Conv-TasNet | 2.94 | 94.8 | 21.23 | 3.02 | 92.4 | 20.18 | |
DCCRN | 3.16 | 95.2 | 21.35 | 3.15 | 92.9 | 20.11 | |
DPCRN | 3.09 | 95.2 | 20.93 | 3.20 | 93.1 | 20.03 | |
SA-MSTCN\(^{1}\) | 3.32 | 95.9 | 21.26 | 3.42 | 94.3 | 20.55 | |
SA-MSTCN\(^{2}\) | 3.36 | 96.0 | 21.41 | 3.46 | 94.3 | 20.79 |