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. 2023 Mar 13;13(6):1081. doi: 10.3390/diagnostics13061081

Table 10.

Comparison to existing studies.

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