Research Article

A Benign and Malignant Breast Tumor Classification Method via Efficiently Combining Texture and Morphological Features on Ultrasound Images

Table 3

The classification results based on the methods of multiple features with single classifier.

FeaturesEvaluation (%)Classifier
SVMLDA

LBP+ morphologicalAccuracy80.0076.67
Sensitivity79.2575.47
Specificity81.0878.38

HOG+ morphologicalAccuracy83.3372.22
Sensitivity81.1371.70
Specificity86.4872.97

GLCM+ morphologicalAccuracy80.0080.00
Sensitivity69.8181.13
Specificity94.5978.38

LBP+HOG+GLCM+ morphologicalAccuracy87.7876.67
Sensitivity88.6875.47
Specificity86.4978.38