TABLE VII.
ESTOI (%) scores for different two-stage and single-stage DFNs, LSTMs and BLSTMs in recorded reverberant conditions.
| T60 (s) | 0.32 | 0.47 | 0.68 | 0.89 | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TIR (dB) | −12 | −6 | −12 | −6 | −12 | −6 | −12 | −6 | Average | |
| Unprocessed | 22.2 | 33.0 | 17.4 | 27.2 | 20.9 | 32.1 | 16.3 | 26.7 | 24.5 | |
| DFN | Single-stage Mapping | 39.4 | 50.3 | 33.5 | 44.7 | 38.2 | 49.7 | 28.6 | 39.7 | 40.5 |
| Single-stage Masking | 47.5 | 59.8 | 40.0 | 52.2 | 46.3 | 59.1 | 35.5 | 48.2 | 48.6 | |
| Mapping+Mapping | 41.3 | 51.8 | 35.7 | 46.6 | 41.4 | 52.9 | 30.8 | 41.6 | 42.8 | |
| Mapping+Masking | 47.2 | 59.2 | 39.8 | 51.7 | 46.3 | 59.0 | 35.1 | 47.6 | 48.2 | |
| Masking+Mapping | 44.9 | 55.0 | 39.0 | 49.7 | 45.3 | 56.3 | 33.1 | 44.0 | 45.9 | |
| Masking+Masking | 50.1* | 62.0* | 42.3* | 54.1* | 49.4* | 61.8* | 36.8* | 49.5* | 50.7* | |
| LSTM | Single-stage Mapping | 44.1 | 53.8 | 38.2 | 49.0 | 44.6 | 55.3 | 33.1 | 43.8 | 45.2 |
| Single-stage Masking | 50.9 | 62.6 | 43.7 | 55.6 | 50.4 | 62.7 | 38.3 | 51.1 | 51.9 | |
| Mapping+Mapping | 44.2 | 53.8 | 38.6 | 49.3 | 45.1 | 56.0 | 33.6 | 44.3 | 45.6 | |
| Mapping+Masking | 49.9 | 61.2 | 42.8 | 54.5 | 49.6 | 61.9 | 38.0 | 50.4 | 51.0 | |
| Masking+Mapping | 47.2 | 57.0 | 41.6 | 52.2 | 47.9 | 58.6 | 35.5 | 46.4 | 48.3 | |
| Masking+Masking | 51.7 | 63.3 | 44.5 | 56.3 | 51.3* | 63.6* | 39.0 | 51.5 | 52.6 | |
| BLSTM | Single-stage Mapping | 48.1 | 57.8 | 42.0 | 52.7 | 47.5 | 58.6 | 36.1 | 47.3 | 48.8 |
| Single-stage Masking | 52.5 | 64.0 | 45.2 | 57.0 | 50.8 | 63.1 | 40.1 | 52.9 | 53.2 | |
| Mapping+Mapping | 49.7 | 59.8 | 43.1 | 54.1 | 49.3 | 60.5 | 35.6 | 49.1 | 50.1 | |
| Mapping+Masking | 50.6 | 62.1 | 43.4 | 55.0 | 50.1 | 61.9 | 37.8 | 52.1 | 51.6 | |
| Masking+Mapping | 51.1 | 61.2 | 44.7 | 55.8 | 50.8 | 61.9 | 37.6 | 49.4 | 51.6 | |
| Masking+Masking | 53.2 | 64.7* | 46.0 | 57.8* | 52.8* | 64.9* | 39.9 | 53.0 | 54.0* | |