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. 2021 Jul 28;21(15):5097. doi: 10.3390/s21155097

Table 2.

Comparison of recognition rates for the base classifiers when they are used within the proposed system (blue) with that of the same base classifiers when they are used independently (red) on utterances distorted with pink noise.

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
|%Δ| Indep. Two
-Stage
|%Δ| Indep. Two
-Stage
|%Δ| Indep. Two
-Stage
|%Δ|
−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