Table 5.
Classification performance of RdisEn and WPD (various basis) based statistical features by using KNN and SVM classifiers.
Wavelet basis | NoF | KNN | SVM | ||||
---|---|---|---|---|---|---|---|
Acc(%) | Sen(%) | Spe(%) | Acc(%) | Sen(%) | Spec(%) | ||
db1 | 3 | 96.08 ± 0.38 | 97.5 | 94.75 ± 0.79 | 96.08 ± 0.38 | 97.25 ± 0.79 | 95 |
4 | 96.08 ± 0.38 | 97.5 | 94.75 ± 0.79 | 96.06 ± 0.59 | 97.5 ± 1.79 | 95.24 ± 0.77 | |
5 | 96.34 ± 0.72 | 97.5 | 95.25 ± 1.42 | 95.6 ± 0.85 | 97.25 ± 0.79 | 94 ± 1.29 | |
db2 | 3 | 96.08 ± 0.38 | 97.5 | 94.75 ± 0.79 | 97.12 ± 0.84 | 99.25 ± 1.69 | 95 |
4 | 97.25 ± 0.79 | 100 | 94.5 ± 1.58 | 97.37 ± 0.41 | 99.75 ± 0.79 | 95 | |
5 | 96.48 ± 0.99 | 98 ± 1.97 | 95 | 96.6 ± 0.86 | 98.25 ± 1.69 | 95 | |
db3 | 3 | 96.33 ± 0.41 | 97.75 ± 0.79 | 95 | 95.6 ± 0.85 | 96.5 ± 1.75 | 94.75 ± 0.79 |
4 | 97.37 ± 0.41 | 99.75 ± 0.79 | 95 | 96.6 ± 0.86 | 98.5 ± 1.75 | 94.75 ± 0.79 | |
5 | 95.72 ± 0.62 | 96.5 ± 1.29 | 95 | 96.46 ± 0.54 | 98 ± 1.05 | 95 | |
db4 | 3 | 95.96 ± 0.51 | 97 ± 1.05 | 95 | 95.38 ± 1.31 | 95.75 ± 2.65 | 95 |
4 | 97.37 ± 0.41 | 99.75 ± 0.79 | 95 | 96.23 ± 1.17 | 97.5 ± 2.36 | 95 | |
5 | 97.37 ± 0.41 | 99.75 ± 0.79 | 95 | 95.24 ± 0.95 | 95.5 ± 1.97 | 95 | |
db5 | 3 | 95.84 ± 0.58 | 97 ± 1.05 | 94.75 ± 0.79 | 95 ± 1.26 | 95 ± 2.63 | 95 |
4 | 96.23 ± 1.02 | 97.75 ± 0.79 | 94.75 ± 1.84 | 95.85 ± 0.83 | 97 ± 1.05 | 94.75 ± 1.42 | |
5 | 96.74 ± 1.22 | 98.75 ± 1.32 | 94.75 ± 1.84 | 95.60 ± 1.34 | 96.75 ± 1.69 | 94.50 ± 1.58 | |
db6 | 3 | 95.96 ± 0.51 | 97.50 | 94.50 ± 1.05 | 95.97 ± 0.78 | 97 ± 1.58 | 95 |
4 | 97.24 ± 0.55 | 100 | 94.5 ± 1.05 | 96.73 ± 0.89 | 98.50 ± 1.75 | 95 | |
5 | 95.85 ± 0.83 | 97.50 ± 1.18 | 94.25 ± 1.21 | 95.48 ± 0.84 | 96.50 ± 1.75 | 94.50 ± 1.05 | |
harr | 3 | 96.08 ± 0.38 | 97.50 | 94.75 ± 0.79 | 96.08 ± 0.38 | 97.25 ± 0.79 | 95 |
4 | 96.08 ± 0.38 | 97.50 | 94.75 ± 0.79 | 96.21 ± 0.59 | 97.50 ± 1.18 | 95.24 ± 0.77 | |
5 | 96.34 ± 0.71 | 97.50 | 95.25 ± 1.42 | 95.60 ± 0.85 | 97.25 ± 0.79 | 94 ± 1.23 | |
coif1 | 3 | 96.08 ± 0.38 | 97.50 | 94.75 ± 0.79 | 95.84 ± 0.81 | 97 ± 1.05 | 94.75 ± 0.79 |
4 | 95.96 ± 0.51 | 97.50 | 94.50 ± 1.05 | 95.85 ± 1.01 | 97.25 ± 1.42 | 94.50 ± 1.05 | |
5 | 97.24 ± 0.55 | 99.75 ± 0.79 | 94.75 ± 0.79 | 96.24 ± 1.31 | 98 ± 1.97 | 94.50 ± 1.05 | |
coif2 | 3 | 96.33 ± 0.41 | 97.75 ± 0.79 | 95 | 97.11 ± 0.63 | 99.25 ± 1.21 | 95 |
4 | 97.37 ± 0.41 | 99.75 ± 0.79 | 95 | 97.24 ± 0.55 | 99.5 ± 1.05 | 95 | |
5 | 97.50 | 100 | 95 | 97.24 ± 0.55 | 100 | 94.50 ± 1.05 | |
coif3 | 3 | 95.96 ± 0.51 | 97.25 ± 0.79 | 94.75 ± 0.79 | 96.98 ± 0.98 | 97 ± 1.97 | 95 |
4 | 96.98 ± 0.67 | 99.25 ± 1.21 | 94.75 ± 0.79 | 96.99 ± 0.88 | 99 ± 1.75 | 95 | |
5 | 95.84 ± 0.58 | 96.75 ± 1.21 | 95 | 95.36 ± 0.58 | 95.75 ± 1.21 | 95 | |
NoF, number of features.