TABLE 2.
Noise Type |
SNR(dB) | Unprocessed | Conv. | SAR Conv. + separation |
CNN | CNN + separation |
Unprocessed | Conv. | SDR Conv. + separation |
CNN | CNN + separation |
---|---|---|---|---|---|---|---|---|---|---|---|
−5 | −17.46 | −19.52 | −14.3 | −19.63 | −14.94 | −16.71 | −19.16 | −14.59 | −19.8 | −14.52 | |
Traffic | 0 | −7.54 | −8.77 | −2.32 | −9.55 | −2.95 | −7.5 | −8.84 | −3.18 | −9.62 | −3.61 |
+5 | −5.46 | −5.68 | −2.01 | −6.11 | −2.35 | −5.21 | −5.48 | −1.86 | −6.16 | −2.21 | |
+10 | −3.9 | −3.13 | −1.9 | −3.26 | −1.98 | −3.92 | −3.17 | −0.90 | −3.87 | −1.23 | |
−5 | −13.13 | −13.02 | −9.95 | −14.65 | −10.09 | −13.98 | −13.1 | −9.9 | −13.07 | −9.18 | |
Machinery | 0 | −3.26 | −2.96 | 1.37 | −3.02 | 0.95 | −4.35 | −3.04 | 1.32 | −3.96 | 1.26 |
+5 | −0.96 | −0.75 | 2.08 | −0.89 | 1.41 | −1.55 | −0.85 | 2.05 | −1.39 | 1.85 | |
+10 | 1.79 | 2.62 | 4.17 | 2.38 | 4.02 | 1.78 | 2.8 | 4.15 | 2.09 | 3.57 | |
−5 | −19.67 | −20.3 | −14.74 | −20.82 | −15.31 | −21.21 | −20.03 | −14.90 | −21.09 | −15.86 | |
Babble | 0 | −17.32 | −16.57 | −4.02 | −16.24 | −4.54 | −18.13 | −18.04 | −4.36 | −18.85 | −4.39 |
+5 | −11.04 | −10.03 | −2.83 | −10.21 | −3.43 | −11.38 | −10.69 | −2.99 | −11.50 | −3.22 | |
+10 | −5.36 | −4.05 | −1.8 | −4.74 | −2.52 | −5.42 | −4.09 | −1.83 | −4.95 | −2.28 |