Computer-aided strain evaluation for acoustic radiation force impulse imaging of breast masses
Journal
Ultrasonic Imaging
Journal Volume
36
Journal Issue
3
Pages
151-166
Date Issued
2014-07
Author(s)
Abstract
Acoustic radiation force impulse (ARFI) is a newly developed elastography technique that uses acoustic radiation force to provide additional stiffness information to conventional sonography. A computer-aided diagnosis (CAD) system was proposed to automatically specify the tumor boundaries in ARFI images and quantify the statistical stiffness information to reduce user dependence. The level-set segmentation was used to delineate tumor boundaries in B-mode images, and the segmented boundaries were then mapped to the corresponding area in ARFI images for a gray-scale calculation. A total of 61 benign and 51 malignant tumors were evaluated in the experiment. The CAD system based on the proposed ARFI features achieved an accuracy of 80% (90/112), a sensitivity of 80% (41/51), and a specificity of 80% (49/61), which is significantly better than that of the quantitative B-mode features (p < 0.05). The ARFI features were further combined with the B-mode features, including shape and texture features, to further improve performance (area under the curve [AUC], 0.90 vs. 0.86). In conclusion, the CAD system based on the proposed ARFI features is a promising and efficient diagnostic method. ? The Author(s) 2013.
Subjects
acoustic radiation force impulse
breast cancer
computer-aided diagnosis
ultrasound
SDGs
Other Subjects
Acoustic emissions; Acoustic radiators; Acoustic wave propagation; Acoustic wave transmission; Image segmentation; Medical imaging; Stiffness; Textures; Tumors; Ultrasonic imaging; Ultrasonics; Acoustic radiation force; Acoustic radiation Force Impulse; Acoustic radiation force impulse imaging; Additional stiffness; Area under the curves; Breast Cancer; Computer Aided Diagnosis(CAD); Level set segmentation; Computer aided diagnosis
Publisher
SAGE Publications Inc.
Type
journal article