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Algebraic reconstruction in case of limited GPU memory in the task of computed tomography

© 2019 M. V. Chukalina, A. S. Ingacheva, A. V. Buzmakov, A. P. Terekhin, Iou. Chikinac

FSRC “Crystallography and Photonics” RAS 119333 Moscow, Leninskii prosp. 59, Russia
Institute for Information Transmission Problem RAS 127051 Moscow, B. Karetnyi per. 19, Russia
Universite Paris-Saclay 91191 Gif sur Yvette Cedex, France

Received 23 Oct 2018

In this paper, we consider the problem of computed tomography and usage of the algebraic method in the case when GPU memory is not enough to process the entire projection data. This can happen if we use the algebraic method to cone beam gathered projection data. We state the optimization task for reconstructing the volume part by part, we also describe volume to parts division method and show how to overcome memory requirements in the task of full volume reconstruction. We also provide the comparison of reconstructions with different algorithms: reconstruction of the entire volume as a whole and part by part reconstruction.

Key words: tomographic reconstruction, cone beam measurement, iterative reconstruction, graphics processing unit, Random Access Memory capacityr

DOI: 10.1134/S0235009219020021

Cite: Chukalina M. V., Ingacheva A. S., Buzmakov A. V., Terekhin A. P., Chikinac Iou. Algebraicheskaya rekonstruktsiya v usloviyakh nedostatka pamyati graficheskogo protsessora v zadache kompyuternoi tomografii [Algebraic reconstruction in case of limited gpu memory in the task of computed tomography]. Sensornye sistemy [Sensory systems]. 2019. V. 33(2). P. 166-172 (in Russian). doi: 10.1134/S0235009219020021

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