Title :
Separable Beamforming For 3-D Medical Ultrasound Imaging
Author :
Ming Yang ; Sampson, R. ; Siyuan Wei ; Wenisch, Thomas F. ; Chakrabarti, Chaitali
Author_Institution :
Sch. of Electr., Comput. & Energy Eng., Arizona State Univ., Tempe, AZ, USA
Abstract :
Three-dimensional ultrasound imaging is a promising medical imaging technology because of its ease of use and improved accuracy in diagnosis. However, its high computational complexity and resulting high power consumption has precluded its use in hand-held applications. In this paper, we present a separable beamforming method that greatly reduces computational complexity. Our method is based on decomposing the delay term in a way that minimizes the root-mean-square error caused by the decomposition. We analyze tradeoffs between the approximation error caused by the decomposition and computational complexity. Then, we present enhancements to the Sonic Millip3De hardware accelerator for ultrasound beamforming to implement separable beamforming. Using hardware synthesis targeting standard cells in 45 nm, we show that the proposed method allows us to boost the Sonic Millip3De frame rate from 1-2 Hz to 32 Hz while maintaining power consumption at 15 W. We validate image quality of our method using cyst phantom simulations in Field II. Our evaluation demonstrates that the proposed separable beamforming method can produce 3-D images with high quality that are comparable to those generated by non-separable beamforming.
Keywords :
array signal processing; biomedical equipment; biomedical ultrasonics; computational complexity; mean square error methods; medical image processing; minimisation; phantoms; power consumption; source separation; 3D image quality; 3D medical ultrasound imaging; Field II; Sonic Millip3De frame rate; Sonic Millip3De hardware accelerator enhancement; approximation error; computational complexity reduction; cyst phantom simulation; delay term decomposition; diagnosis accuracy; hand-held application; hardware synthesis; high power consumption; medical imaging technology; nonseparable beamforming; power 15 W; root-mean-square error minimization; separable ultrasound beamforming; size 45 nm; standard cell targeting; three-dimensional ultrasound imaging; Array signal processing; Arrays; Delays; Hardware; Imaging; Transducers; Ultrasonic imaging; 3-D ultrasound; Beamforming; decomposition; hardware accelerator; separable;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2014.2371772