Ultrasound Image Texture Feature Learning-Based Breast Cancer Benign and Malignant Classification

Table 1

Summary of 33 features.

Feature category	Feature name	Feature number
Intensity	(1) Energy; (2) h-entropy; (3) kurtosis; (4) max; (5) mean absolute deviation; (6) mean; (7) media; (8) min; (9) range; (10) root mean square; (11) skewness; (12) standard-deviation; (13) h-uniformity; (14) variance; (15) h-mean; (16) h-variance; (17) h-skewness; (18) h-kurtosis	18
Shape	(1) Compactness; (2) compactness-square; (3) max-length; (4) spherical disproportion; (5) sphericity; (6) superficial-area; (7) surface to volume ratio; (8) volume; (9) region to bounding-box ratio; (10) max major-length; (11) min minor-length; (12) eccentricity; (13) orientation; (14) solidity; (15) Fourier-descriptors	15