Table 2.
SNR (dB) |
Success Recognition Rate of Base Classifiers (%) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
GMM-MFCC MLC | GMM-MFCC Supervector SVM | GMM-GFCC MLC | GMM-GFCC Supervector SVM |
|||||||||
Indep. | Two -Stage |
Indep. | Two -Stage |
Indep. | Two -Stage |
Indep. | Two -Stage |
|||||
−5 | 46.22 | 61.27 | 32.58 | 40.91 | 53.79 | 31.49 | 39.86 | 56.23 | 41.05 | 25.94 | 46.13 | 77.85 |
0 | 47.18 | 63.80 | 35.23 | 41.46 | 53.97 | 30.17 | 68.89 | 82.03 | 19.07 | 56.47 | 70.05 | 24.05 |
5 | 50.74 | 65.72 | 29.54 | 44.87 | 55.25 | 23.14 | 84.23 | 92.26 | 9.54 | 75.38 | 85.76 | 13.77 |
10 | 56.94 | 73.70 | 29.43 | 53.15 | 66.11 | 24.39 | 93.06 | 98.15 | 5.47 | 88.15 | 92.59 | 5.04 |
15 | 65.56 | 76.85 | 17.23 | 65.09 | 75.37 | 15.79 | 97.31 | 99.81 | 2.57 | 91.76 | 93.33 | 1.72 |
20 | 73.06 | 83.89 | 14.83 | 78.33 | 85.93 | 9.69 | 98.89 | 99.81 | 0.94 | 92.87 | 92.96 | 0.1 |
25 | 79.07 | 87.96 | 11.24 | 86.11 | 91.30 | 6.02 | 99.07 | 99.81 | 0.75 | 93.24 | 92.78 | 0.5 |
30 | 83.06 | 90.56 | 9.03 | 91.67 | 93.70 | 2.22 | 99.54 | 100 | 0.47 | 93.15 | 91.85 | 1.39 |
35 | 87.04 | 93.70 | 7.66 | 93.61 | 97.22 | 3.86 | 99.63 | 100 | 0.37 | 92.13 | 91.67 | 0.5 |
40 | 91.02 | 95.56 | 4.98 | 95.19 | 97.04 | 1.95 | 99.54 | 100 | 0.47 | 91.57 | 91.85 | 0.3 |
45 | 94.81 | 97.41 | 2.73 | 96.20 | 97.59 | 1.44 | 99.44 | 100 | 0.56 | 91.30 | 92.04 | 0.81 |
50 | 96.20 | 98.70 | 2.6 | 96.67 | 97.96 | 1.34 | 99.54 | 100 | 0.47 | 91.67 | 91.67 | 0.0 |
55 | 97.04 | 99.26 | 2.29 | 97.13 | 97.96 | 0.86 | 99.44 | 99.81 | 0.37 | 91.85 | 91.67 | 0.2 |
60 | 97.04 | 99.63 | 2.67 | 97.22 | 97.78 | 0.57 | 99.54 | 99.81 | 0.28 | 91.76 | 91.67 | 0.1 |
65 | 97.41 | 99.63 | 2.28 | 97.50 | 97.78 | 0.28 | 99.54 | 99.81 | 0.28 | 91.67 | 92.04 | 0.4 |