Title :
Compressed Sensing for Ultrasound Computed Tomography
Author :
van Sloun, Ruud ; Pandharipande, Ashish ; Mischi, Massimo ; Demi, Libertario
Author_Institution :
Lab. of Biomed. Diagnostics, Eindhoven Univ. of Technol., Eindhoven, Netherlands
Abstract :
Ultrasound computed tomography (UCT) allows the reconstruction of quantitative tissue characteristics, such as speed of sound, mass density, and attenuation. Lowering its acquisition time would be beneficial; however, this is fundamentally limited by the physical time of flight and the number of transmission events. In this letter, we propose a compressed sensing solution for UCT. The adopted measurement scheme is based on compressed acquisitions, with concurrent randomised transmissions in a circular array configuration. Reconstruction of the image is then obtained by combining the born iterative method and total variation minimization, thereby exploiting variation sparsity in the image domain. Evaluation using simulated UCT scattering measurements shows that the proposed transmission scheme performs better than uniform undersampling, and is able to reduce acquisition time by almost one order of magnitude, while maintaining high spatial resolution.
Keywords :
biomedical ultrasonics; compressed sensing; computerised tomography; image reconstruction; iterative methods; medical image processing; UCT scattering measurement; circular array configuration; compressed acquisition; compressed sensing; concurrent randomised transmission; image domain; image reconstruction; iterative method; mass density; sound speed; tissue characteristics reconstruction; total variation minimization; ultrasound computed tomography; Biomedical measurement; Compressed sensing; Image reconstruction; Minimization; TV; Transducers; Ultrasonic imaging; Born Iterative Method; Born iterative method; Compressed Sensing, Ultrasound Computed Tomography; compressed sensing; ultrasound computed tomography;
Journal_Title :
Biomedical Engineering, IEEE Transactions on
DOI :
10.1109/TBME.2015.2422135