TABLE 7.
Performance evaluation in unseen SNR condition for noisy speech (traffic noise at 0 dB) mixed with alert signal. The neural network models were trained at −5 dB and +10 dB SNR, tested at −10 dB and +15 dB respectively.
SNR dB |
Method | Objective measures | |||
---|---|---|---|---|---|
SAR | SDR | SIR | CSII | ||
Unprocessed | −19.82 | −19.32 | 7.21 | 0.2303 | |
−10 | Conv. | −19.88 | −20.27 | 5.21 | 0.2309 |
Conv + Separation | −15.77 | −15.93 | 9.92 | 0.3981 | |
Unprocessed | −2.32 | −2.36 | 22.27 | 0.439 | |
+15 | Conv. | −2.64 | −2.66 | 22.05 | 0.4511 |
Conv + Separation | −1.71 | −1.77 | 23.59 | 0.5334 |