Metric | STOI | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Noise | Babble | Street | Restaurant | |||||||||
SNR (dB) | − 5 | 0 | 5 | Avg. | − 5 | 0 | 5 | Avg. | − 5 | 0 | 5 | Avg. |
Noisy mixture | 56.75 | 62.04 | 68.55 | 62.45 | 55.41 | 61.26 | 69.17 | 61.95 | 58.57 | 66.47 | 73.15 | 66.06 |
Bi-LSTM [31] | 67.79 | 74.22 | 78.57 | 73.53 | 67.26 | 71.35 | 77.14 | 71.92 | 68.26 | 76.43 | 80.76 | 75.15 |
Bi-CRN [34] | 68.51 | 75.35 | 80.87 | 74.91 | 68.68 | 73.97 | 79.54 | 74.06 | 70.26 | 78.43 | 82.23 | 76.97 |
SEGAN [40] | 69.93 | 76.69 | 81.69 | 76.10 | 69.59 | 75.03 | 81.19 | 75.27 | 72.26 | 79.13 | 83.08 | 78.16 |
GRN [30] | 70.12 | 78.94 | 82.05 | 77.04 | 70.34 | 76.36 | 82.88 | 76.53 | 74.96 | 80.05 | 84.81 | 79.94 |
DCN [38] | 72.09 | 80.11 | 83.77 | 78.66 | 71.26 | 78.91 | 83.68 | 77.95 | 75.19 | 81.74 | 85.64 | 80.86 |
DCCRN [35] | 74.13 | 81.54 | 84.98 | 80.22 | 73.56 | 79.34 | 84.06 | 78.99 | 76.46 | 82.16 | 86.97 | 81.86 |
TSTNN [41] | 75.41 | 83.16 | 86.53 | 81.70 | 74.59 | 81.23 | 85.14 | 80.32 | 77.39 | 83.69 | 87.56 | 82.88 |
MASENet [46] | 77.32 | 84.04 | 87.15 | 82.84 | 76.68 | 82.24 | 86.85 | 81.92 | 78.18 | 84.47 | 88.18 | 83.61 |
SADNUNet [47] | 78.51 | 86.43 | 88.11 | 84.35 | 77.61 | 84.41 | 87.56 | 83.19 | 79.52 | 86.63 | 90.21 | 85.45 |
MCGN [42] | 80.31 | 87.78 | 90.03 | 86.04 | 78.54 | 85.69 | 88.94 | 84.39 | 80.13 | 88.33 | 91.83 | 86.76 |
DBT-Net [51] | 80.92 | 88.03 | 91.12 | 86.69 | 79.64 | 86.71 | 89.40 | 85.25 | 81.22 | 89.24 | 92.47 | 87.64 |
TANSCUNet | 82.62 | 89.71 | 92.72 | 88.35 | 81.69 | 88.12 | 91.94 | 87.25 | 82.56 | 90.81 | 93.86 | 89.08 |