Title :
Tomographic reconstruction of homogeneous objects using multi-step ART
Author_Institution :
Centre for Math. Sci., Lund Inst. of Technol., Sweden
Abstract :
When for example a blood flow is measured by ultrasound Doppler tomography, part of the received data can be modelled as the Radon transform of the region of reflecting particles. The reconstruction problem thus consists of determining a homogeneous object (that is to determine a function only attaining the values 0 and 1) from Radon transform data. The standard inversion method for the Radon transform could be used, however, they do not explicitly use the fact that the function to be reconstructed is binary, in which case the reconstruction procedure ought to be less sensitive to noise. Here we develop an algorithm that use the a priori information to make reliable reconstructions even in the presence of severe noise.
Keywords :
Doppler effect; Radon transforms; acoustic tomography; biomedical ultrasonics; blood flow measurement; image reconstruction; inverse problems; noise; Kaczmarz method; a priori information; algebraic reconstruction techniques; algorithm; binary function; blood flow measurement; homogeneous object; homogeneous objects; inversion method; multi-step ART based algorithm; pepper noise; received data; reflecting particles region; tomographic reconstruction; ultrasound Doppler tomography; Acoustic noise; Blood flow; Mathematics; Optical reflection; Particle beams; Particle measurements; Subspace constraints; Tomography; Ultrasonic imaging; Ultrasonic variables measurement;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC, Canada
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.899517