Texture Analysis of Contrast-Enhanced Digital Mammography (CEDM) Images

被引:3
|
作者
Mateos, Maria-Julieta [1 ]
Gastelum, Alfonso [2 ]
Marquez, Jorge [2 ]
Brandan, Maria-Ester [1 ]
机构
[1] Univ Nacl Autonoma Mexico, Inst Fis, Mexico City 04510, DF, Mexico
[2] Univ Nacl Autonoma Mexico, Ctr Ciencias Aplicadas & Desarrollo Tecnol, Mexico City 04510, DF, Mexico
来源
BREAST IMAGING, IWDM 2016 | 2016年 / 9699卷
关键词
Breast imaging; CEDM; Texture analysis; Contrast medium; Contrast enhanced digital mammography;
D O I
10.1007/978-3-319-41546-8_73
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
A texture analysis aimed at finding correlations between textural descriptors and lesion diagnosis was applied to Contrast-Enhanced Digital Mammography (CEDM) subtracted images acquired under single-energy temporal subtraction modality using iodine-based contrast medium. The study, based on textural descriptors from Gray Level Co-occurrence Matrix (GLCM), included 68 CEDM images of 17 patients, 10 cancer and 7 benign, acquired 1 to 5 min after iodine injection. Seventeen GLCM descriptors were analyzed. Image processing consisted of geometric registration, logarithmic subtraction, and selection of regions-of-interest (adipose, glandular and lesion ROIs) by the radiologist. Results for lesion ROIs showed that homogeneity, normalized homogeneity, second-order inverse moment, energy and inverse variance were insensitive to the presence of iodine; a linear correlation existed between the sum mean and mean pixel value. Logistic regression showed that a linear combination of entropy and diagonal momentum discriminated between malignant and benign lesions with 79 % specificity, 93 % sensitivity and 87 % accuracy.
引用
收藏
页码:585 / 592
页数:8
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