Title :
An efficient algorithm for 3-D image reconstruction over parallel and distributed architectures
Author :
Lakshminarayanan, S. ; Vijay, Parvatham ; Mal, Sardar ; Padmanabhan, K.
Author_Institution :
Dept. of Comput. Sci., Indian Inst. of Technol., Madras, India
Abstract :
We have designed an efficient parallel algorithm for performing 3D image reconstruction. In this framework, we have considered 3-D image to be reconstructed from a series of 2-D images, produced using ultrasonography, computer tomography, etc. The paper discusses a general parallel algorithm for 3D image reconstruction over CRCW, CREW and EREW PRAM models. We have developed efficient implementations of this algorithm over a vector machines, a distributed system comprising of a cluster of workstations and various interconnection network like a mesh network and a reconfigurable bus network. The performance of the above algorithms are tested using simulation experiments performed for 3D image reconstruction of the vitreous region of the eye using ophthalmic ultrasonograms. A novel approximation scheme has also been proposed for a drastic improvement in performance for specific kinds of image. The results indicate the time complexities of the algorithms are in resonance with the expected theoretical values and image obtained has a uncompromising level of accuracy
Keywords :
biomedical ultrasonics; 3D image reconstruction; CRCW model; CREW model; EREW PRAM model; approximation scheme; computer tomography; distributed architectures; efficient parallel algorithm; eye; interconnection network; medical diagnostic methods; mesh network; ophthalmic ultrasonograms; parallel architectures; performance; reconfigurable bus network; simulation experiments; time complexities; ultrasonography; vector machines; vitreous region; workstations cluster;
Conference_Titel :
Image Processing And Its Applications, 1999. Seventh International Conference on (Conf. Publ. No. 465)
Conference_Location :
Manchester
Print_ISBN :
0-85296-717-9
DOI :
10.1049/cp:19990324