Table 5. Unmatched test scores in five noise sources at all SNRs.
Noise | Algorithm | STOI (in%) | PESQ | SDR |
---|---|---|---|---|
Airport Noise | Noisy (UnP) | 71.6 | 1.83 | 0.14 |
DNN-IRM | 82.6 | 2.27 | 6.30 | |
LSTM-IRM | 85.0 | 2.37 | 6.84 | |
LSTM-KF | 85.9 | 2.40 | 6.96 | |
FDNN-KF | 83.4 | 2.31 | 6.41 | |
DeepXi-KF | 86.7 | 2.45 | 7.21 | |
DeepResGRU-KF | 86.9 | 2.46 | 7.31 | |
Proposed | 87.6 | 2.48 | 7.39 | |
Babble Noise | Noisy (UnP) | 65.9 | 1.72 | 0.19 |
DNN-IRM | 76.7 | 2.12 | 6.13 | |
LSTM-IRM | 78.5 | 2.23 | 6.31 | |
LSTM-KF | 79.1 | 2.28 | 6.35 | |
FDNN-KF | 77.2 | 2.15 | 6.18 | |
DeepXi-KF | 80.2 | 2.30 | 6.45 | |
DeepResGRU-KF | 80.8 | 2.32 | 6.51 | |
Proposed | 81.0 | 2.35 | 6.62 | |
Car Noise | Noisy (UnP) | 67.5 | 1.65 | 0.13 |
DNN-IRM | 79.6 | 2.17 | 6.38 | |
LSTM-IRM | 82.8 | 2.33 | 6.92 | |
LSTM-KF | 83.1 | 2.40 | 7.01 | |
FDNN-KF | 80.1 | 2.21 | 6.45 | |
DeepXi-KF | 84.2 | 2.45 | 7.12 | |
DeepResGRU-KF | 84.8 | 2.48 | 7.28 | |
Proposed | 86.0 | 2.49 | 7.45 | |
Factory Noise | Noisy (UnP) | 66.1 | 1.61 | 0.18 |
DNN-IRM | 75.7 | 2.08 | 5.92 | |
LSTM-IRM | 78.6 | 2.24 | 6.39 | |
LSTM-KF | 78.8 | 2.29 | 6.45 | |
FDNN-KF | 76.0 | 2.10 | 8.98 | |
DeepXi-KF | 79.5 | 2.35 | 6.57 | |
DeepResGRU-KF | 80.2 | 2.38 | 6.71 | |
Proposed | 81.3 | 2.39 | 6.87 | |
Street Noise | Noisy (UnP) | 66.8 | 1.73 | 0.22 |
DNN-IRM | 77.8 | 2.18 | 6.06 | |
LSTM-IRM | 81.5 | 2.31 | 6.34 | |
LSTM-KF | 81.9 | 2.35 | 6.40 | |
FDNN-KF | 78.0 | 2.21 | 6.10 | |
DeepXi-KF | 82.6 | 2.38 | 6.45 | |
DeepResGRU-KF | 84.7 | 2.40 | 6.58 | |
Proposed | 85.1 | 2.42 | 6.63 |