Test type | Method | − 5 | 0 | 5 | 10 |
---|---|---|---|---|---|
Unseen 10 types of noise | Noisy | 76.97 (\(\pm \,{ 1.45}\)) | 84.24 (\(\pm \, 0.96 )\) | 90.07 (\(\pm \, 0.68\)) | 94.16 (\(\pm \,0.49)\) |
Log-MMSE | 75.86 (\(\pm \, 1.54\)) | 83.67 (\(\pm \, 1.01\)) | 89.72 (\(\pm \, 0.70\)) | 93.85 (\(\pm \, 0.48\)) | |
OMLSA | 75.88 (\(\pm \, 1.52\)) | 83.58 (\(\pm \, 1.01\)) | 89.51 (\(\pm \, 0.72\)) | 93.62 (\(\pm \, 0.55\)) | |
Temporal-NMF | 77.21 (\(\pm \, 1.45\)) | 84.39 (\(\pm \, 0.96\)) | 90.15 (\(\pm \,0.68\)) | 94.19 (\(\pm \, 0.49\)) | |
SLF-NMF | 69.35 (\(\pm \, 1.78\)) | 77.01 (\(\pm \, 1.28\)) | 82.11 (\(\pm \, 1.09\)) | 85.72 (\(\pm \, 0.94\)) | |
CNMF | 77.12 (\(\pm \, 1.51\)) | 83.02 (\(\pm \, 1.13\)) | 86.01 (\(\pm \, 1.02\)) | 89.44 (\(\pm \, 0.91\)) | |
NMF-HMM | 78.58 (\(\pm \, 1.34\)) | 84.76 (\(\pm \,0.84\)) | 88.39 (\(\pm \, 0.58\)) | 90.88 (\(\pm \, 0.43\)) | |
DNS baseline | 81.84 (\(\pm \, 1.36\)) | 86.91 (\(\pm \,1.09\)) | 91.44 (\(\pm \, 0.75\)) | 94.67 (\(\pm \, 0.55\)) | |
Unseen office noise | Noisy | 49.91 (\(\pm \,{1.33}\)) | 61.03 (\(\pm \, 1.40 )\) | 72.80 (\(\pm \, 1.27\)) | 82.57 (\(\pm \,1.05)\) |
Log-MMSE | 46.46 (\(\pm \, 1.50\)) | 58.75 (\(\pm \, 1.57\)) | 71.09 (\(\pm \, 1.40\)) | 81.31 (\(\pm \, 1.15\)) | |
OMLSA | 44.97 (\(\pm \,1.52\)) | 58.14 (\(\pm \,1.63\)) | 71.52 (\(\pm \, 1.44\)) | 82.29 (\(\pm \, 1.14\)) | |
Temporal-NMF | 49.70 (\(\pm \, 1.46\)) | 61.79 (\(\pm \, 1.47\)) | 73.48 (\(\pm \, 1.29\)) | 83.05 (\(\pm \, 1.05\)) | |
SLF-NMF | 48.92 (\(\pm \, 1.58\)) | 60.84 (\(\pm \, 1.54\)) | 70.95 (\(\pm \, 1.35\)) | 79.21 (\(\pm \, 1.12\)) | |
CNMF | 48.43 (\(\pm \, 1.47\)) | 60.97 (\(\pm \, 1.46\)) | 71.45 (\(\pm \, 1.12\)) | 80.03 (\(\pm \, 0.97\)) | |
NMF-HMM | 50.06 (\(\pm \, 1.72\)) | 63.02 (\(\pm \, 1.61\)) | 74.56 (\(\pm \, 1.32\)) | 82.55 (\(\pm \, 0.88\)) | |
DNS baseline | 54.22 (\(\pm \, 1.49\)) | 66.46 (\(\pm \,1.01\)) | 77.58 (\(\pm \, 0.89\)) | 86.18 (\(\pm \, 0.50\)) | |
textbfSeen 25 types of noise | Noisy | 73.65 (\(\pm \,{ 0.82}\)) | 81.36 (\(\pm \,1.03 )\) | 87.64 (\(\pm \,0.84\)) | 92.48 (\(\pm \,0.60)\) |
Log-MMSE | 71.96 (\(\pm \, 1.40\)) | 80.13 (\(\pm \, 1.20\)) | 87.04 (\(\pm \, 0.94\)) | 92.08 (\(\pm \,0.68\)) | |
OMLSA | 73.86 (\(\pm \, 1.38\)) | 81.58 (\(\pm \,1.18\)) | 87.90 (\(\pm \, 0.91\)) | 92.45 (\(\pm \, 0.66\)) | |
Temporal-NMF | 75.76 (\(\pm \, 1.34\)) | 83.22 (\(\pm \,1.09\)) | 89.03 (\(\pm \, 0.88\)) | 93.46 (\(\pm \, 0.58\)) | |
SLF-NMF | 65.76 (\(\pm \, 1.58\)) | 73.49 (\(\pm \, 1.33\)) | 79.06 (\(\pm \,1.18\)) | 83.14 (\(\pm \,1.04\)) | |
CNMF | 76.23 (\(\pm \, 1.38\)) | 84.12 (\(\pm \, 1.11\)) | 89.55 (\(\pm \,0.97\)) | 91.06 (\(\pm \,0.62\)) | |
NMF-HMM | 81.49 (\(\pm \, 1.66\)) | 87.02 (\(\pm \,1.35\)) | 90.28 (\(\pm \,0.77\)) | 91.84 (\(\pm \, 0.51\)) | |
DNS baseline | 81.95 (\(\pm \, 1.76\)) | 87.34 (\(\pm \,1.15\)) | 91.53 (\(\pm \,0.75\)) | 94.77 (\(\pm \, 0.53\)) |