Název: Elastic registration of biomedical images on CUDA-Supported graphics procesor units
Autoři: Michálek, Jan ; Čapek, Martin ; Janáček, Jiří ; Kubínová, Lucie
Typ dokumentu: Příspěvky z konference
Konference/Akce: International EURASIP Conference Biosignal /20./, Brno (CZ), 2010-06-27 / 2010-06-29
Rok: 2010
Jazyk: eng
Abstrakt: 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
Klíčová slova: CUDA; elastic alignment; volume reconstruction
Číslo projektu: CEZ:AV0Z50110509 (CEP), LC06063 (CEP), GA102/08/0691 (CEP), GA304/09/0733 (CEP)
Poskytovatel projektu: GA MŠk, GA ČR, GA ČR
Zdrojový dokument: Analysis of biomedical signals and images, ISBN 978-80-214-4106-4, ISSN 1211-412X

Instituce: Fyziologický ústav AV ČR (web)
Informace o dostupnosti dokumentu: Dokument je dostupný v příslušném ústavu Akademie věd ČR.
Původní záznam: http://hdl.handle.net/11104/0187902

Trvalý odkaz NUŠL: http://www.nusl.cz/ntk/nusl-41651


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