Review Article

Methods Used in Computer-Aided Diagnosis for Breast Cancer Detection Using Mammograms: A Review

Table 1

The area under the ROC for some common classification techniques for mammograms.

MethodArea under ROC

Binary decision tree [210]0.90
Linear classifier [210]0.90
PCA–LS SVM [211]0.94
ANN [212]0.88
Multiple expert system [213]0.79
Texture measure with ANN [214]0.87
Multiresolution texture analysis [215]0.86
Subregion Hotelling observers [216]0.94
Logistic regression [217]0.81
KNN [218]0.82
NB [219]0.56
DL [190]0.96
Genetic algorithms with SVM [220]0.97