Table 10.
References | Feature Extraction | Classifier | Evaluation Metrics | ||||||
---|---|---|---|---|---|---|---|---|---|
Accuracy | Sensitivity | Specificity | Precision | Fscore | Gmean | AUC | |||
Gunawan et al. [24] | GLCM | SVM | 0.91 | - | - | - | - | - | - |
Putra et al. [25] | GLCM | NN | 0.78 | - | - | - | - | - | - |
PCA | NN | 0.90 | - | - | - | - | - | - | |
Kusuma et al. [27] | B&W Ratio | Threshold | 0.83 | - | - | - | - | - | - |
Permatasari et al. [26] | PCA | SVM | 0.80 | - | - | - | - | - | - |
This study | Statistical, GLCM, GLRLM | KNN | 0.90 | 0.92 | 0.88 | 0.85 | 0.88 | 0.90 | 0.94 |
Naive Bayes | 0.90 | 0.88 | 0.91 | 0.88 | 0.88 | 0.90 | 0.98 | ||
SVM | 0.93 | 1.00 | 0.88 | 0.86 | 0.93 | 0.94 | 0.96 | ||
DT | 0.88 | 0.84 | 0.91 | 0.88 | 0.86 | 0.88 | 0.87 | ||
NN | 0.92 | 0.96 | 0.88 | 0.86 | 0.91 | 0.92 | 0.92 |