Počet záznamů: 1

Elastic registration of biomedical images on CUDA-Supported graphics procesor units

  1. 1.
    0347031 - FGU-C 2011 RIV CZ eng C - Konferenční příspěvek (zahraniční konf.)
    Michálek, Jan - Čapek, Martin - Janáček, Jiří - Kubínová, Lucie
    Elastic registration of biomedical images on CUDA-Supported graphics procesor units.
    Analysis of biomedical signals and images. Brno: University of technology, 2010, s. 43-48. ISBN 978-80-214-4106-4. ISSN 1211-412X.
    [International EURASIP Conference Biosignal /20./. Brno (CZ), 27.06.2010-29.06.2010]
    Grant CEP: GA MŠk(CZ) LC06063; GA ČR(CZ) GA102/08/0691; GA ČR(CZ) GA304/09/0733
    Výzkumný záměr: CEZ:AV0Z50110509
    Klíčová slova: volume reconstruction * elastic alignment * CUDA
    Kód oboru RIV: JD - Využití počítačů, robotika a její aplikace

    Elastic registration is a task of finding the matching of two images, using geometric and elastic transformations, so that objects in images have the same size, position and orientation. We apply elastic registration in the framework of volume reconstruction, where an object acquired from parallel physical sections is composed and mutual positions of the sections including deformations caused by their cutting have to be found. The method lies in optimizing a functional consisting of two parts: first, discrete total variation as a measure of roughness and, second, L1 norm as a measure of dissimilarity of images. As a parallelizable optimization strategy we apply a potential-based equivalent transformation of a (max,+)-labelling problem. CUDA-based implementation of the described elastic registration algorithm is reasonably fast, requires seconds to minutes of calculations, provides good results and, thus, can be used for practical tasks dealing with alignment of biomedical images
    Trvalý link: http://hdl.handle.net/11104/0187902