Table 2. STOI (in%) in matched test scores.
Noise | Algorithm | -5dB | 0dB | 5dB | Avg |
---|---|---|---|---|---|
Airport Noise | Noisy (UnP) | 62.4 | 73.7 | 83.9 | 73.3 |
DNN-IRM | 80.2 | 86.5 | 90.7 | 85.8 | |
LSTM-IRM | 82.9 | 88.6 | 92.3 | 87.9 | |
LSTM-KF | 74.2 | 80.3 | 82.8 | 79.1 | |
FDNN-KF | 72.2 | 79.8 | 81.3 | 77.8 | |
DeepXi-KF | 75.9 | 81.2 | 84.7 | 80.6 | |
DeepResGRU-KF | 76.6 | 82.3 | 85.5 | 81.1 | |
Proposed | 85.6 | 90.5 | 94.0 | 90.0 | |
Babble Noise | Noisy (UnP) | 56.7 | 68.1 | 79.6 | 68.1 |
DNN-IRM | 72.0 | 79.3 | 85.9 | 79.0 | |
LSTM-IRM | 75.9 | 82.6 | 87.0 | 81.8 | |
LSTM-KF | 74.1 | 80.1 | 82.7 | 79.2 | |
FDNN-KF | 72.3 | 79.6 | 81.1 | 78.0 | |
DeepXi-KF | 75.8 | 81.3 | 84.8 | 80.7 | |
DeepResGRU-KF | 76.5 | 82.4 | 85.6 | 81.2 | |
Proposed | 79.8 | 85.2 | 89.2 | 84.7 | |
Car Noise | Noisy (UnP) | 58.8 | 68.9 | 79.6 | 69.1 |
DNN-IRM | 73.7 | 81.0 | 86.0 | 80.2 | |
LSTM-IRM | 78.5 | 84.7 | 89.1 | 84.1 | |
LSTM-KF | 78.3 | 83.2 | 87.6 | 83.0 | |
FDNN-KF | 75.4 | 80.4 | 83.3 | 79.7 | |
DeepXi-KF | 80.1 | 85.6 | 89.0 | 84.9 | |
DeepResGRU-KF | 82.2 | 86.8 | 91.2 | 86.7 | |
Proposed | 83.4 | 88.5 | 92.6 | 88.2 | |
Factory Noise | Noisy (UnP) | 56.4 | 67.4 | 78.8 | 67.5 |
DNN-IRM | 70.2 | 78.7 | 85.2 | 78.0 | |
LSTM-IRM | 74.4 | 80.2 | 88.1 | 80.9 | |
LSTM-KF | 74.1 | 78.5 | 83.6 | 78.7 | |
FDNN-KF | 70.7 | 76.2 | 81.4 | 76.1 | |
DeepXi-KF | 77.2 | 79.8 | 85.4 | 80.8 | |
DeepResGRU-KF | 79.1 | 81.2 | 86.5 | 82.2 | |
Proposed | 78.6 | 82.1 | 90.0 | 83.6 | |
Street Noise | Noisy (UnP) | 63.0 | 74.0 | 84.0 | 73.7 |
DNN-IRM | 78.4 | 85.3 | 90.3 | 84.6 | |
LSTM-IRM | 82.0 | 86.8 | 91.8 | 87.9 | |
LSTM-KF | 74.8 | 82.9 | 86.6 | 83.0 | |
FDNN-KF | 70.8 | 79.8 | 83.3 | 79.7 | |
DeepXi-KF | 78.3 | 84.9 | 89.0 | 84.9 | |
DeepResGRU-KF | 80.1 | 85.6 | 91.2 | 86.7 | |
Proposed | 84.9 | 89.7 | 93.4 | 89.3 |