Title :
Projection Onto Convex Sets (POCS) method for photoacoustic tomography with a non negative constraint
Author :
Salehin, S.M.A. ; Shaochun Huang ; Abhayapala, Thushara D.
Author_Institution :
Res. Sch. of Eng., Australian Nat. Univ., Canberra, ACT, Australia
Abstract :
Photoacoustic imaging is a biomedical imaging modality capable of early cancer detection. In this paper, we proposed a novel iterative Projections Onto Convex Sets (POCS) method for improving photoacoustic reconstruction. This method aims to obtain a non negative pressure distribution satisfying the measured signals. This POCS method is performed in the Fourier Bessel space avoiding matrix inversions in the projections, speeding up projections and is capable of handling the large data sets present in photoacoustic imaging. The numerical experiments performed showed that improved reconstruction was obtained with a few iterations together with the recovery of some lost information.
Keywords :
acoustic tomography; biomedical ultrasonics; cancer; image reconstruction; iterative methods; matrix inversion; medical image processing; ultrasonic imaging; Fourier Bessel space avoiding matrix inversions; POCS method; biomedical imaging modality; early cancer detection; iterative projections; large data sets; nonnegative constraint; nonnegative pressure distribution; photoacoustic imaging; photoacoustic reconstruction; photoacoustic tomography; projection onto convex sets method; Biomedical imaging; Frequency measurement; Image reconstruction; Indexes; Sensors; Three-dimensional displays; Convex projections; Fourier Bessel series; POCS; photoacoustic tomography; thermoacoustic;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610274