Publication Details

Intensity-based femoral atlas 2D/3D registration using Levenberg-Marquardt optimisation

KLÍMA, O.; KLEPÁRNÍK, P.; ŠPANĚL, M.; ZEMČÍK, P. Intensity-based femoral atlas 2D/3D registration using Levenberg-Marquardt optimisation. In Biomedical Applications in Molecular, Structural, and Functional Imaging. San Diego: SPIE - the international society for optics and photonics, 2016. p. 1-6. ISBN: 978-1-5106-0023-2.
Czech title
Intenzitní elastická 2D/3D registrace tvarového modelu stehenní kosti s využitím Levenberg-Marquardtovy optimalizační metody
Type
conference paper
Language
English
Authors
Keywords

femoral bone, 2D/3D registration, statistical shape model, least squares

Abstract

The reconstruction of the patient-specific 3D anatomy is a crucial step in the computer-aided preoperative planning based on plain X-ray images. We propose the robust and fast reconstruction method based on fitting the statistical shape and intensity model of a femoral bone into the set of two calibrated X-ray images. We formulate the registration as a  non-linear least squares problem, allowing involvement of Levenberg-Marquardt optimisation. The proposed method has been evaluated on a set of 96 virtual X-ray images. The reconstruction accuracy was evaluated using the symetric Hausdorff distance between reconstructed and ground-truth bones and reached 1.28+-1.68 mm on average.

Published
2016
Pages
1–6
Proceedings
Biomedical Applications in Molecular, Structural, and Functional Imaging
ISBN
978-1-5106-0023-2
Publisher
SPIE - the international society for optics and photonics
Place
San Diego
DOI
UT WoS
000378223800015
EID Scopus
BibTeX
@inproceedings{BUT130919,
  author="Ondřej {Klíma} and Petr {Klepárník} and Michal {Španěl} and Pavel {Zemčík}",
  title="Intensity-based femoral atlas 2D/3D registration using Levenberg-Marquardt optimisation",
  booktitle="Biomedical Applications in Molecular, Structural, and Functional Imaging",
  year="2016",
  pages="1--6",
  publisher="SPIE - the international society for optics and photonics",
  address="San Diego",
  doi="10.1117/12.2216529",
  isbn="978-1-5106-0023-2",
  url="https://www.fit.vut.cz/research/publication/10994/"
}
Files
Back to top