Abstract
In this paper, we present a hybrid 2D-3D deformable registration strategy combining a landmark-to-ray registration with a statistical shape model-based 2D-3D reconstruction scheme, and show its application to reconstruct a patient-specific 3D surface model of the pelvis from single standard X-ray radiograph. The landmark-to-ray registration is used to find an initial scale and an initial rigid transformation between the X-ray image and the statistical shape model. The estimated scale and rigid transformation are then used to initialize the statistical shape model-based 2D-3D reconstruction scheme, which combines statistical instantiation and regularized shape deformation with an iterative image-to-model correspondence establishing algorithm. Quantitative and qualitative results of a feasibility study on clinical and cadaveric datasets are given, which indicate the validity of our approach.
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References
Fleute, M., Lavallée, S.: Nonrigid 3-D/2-D registration of images using statistical models. In: Taylor, C., Colchester, A. (eds.) MICCAI 1999. LNCS, vol. 1679, pp. 138–147. Springer, Heidelberg (1999)
Benameur, S., Mignotte, M., Parent, S., et al.: 3D/2D registration and segmentation of scoliotic vertebra using statistical models. Comput. Med. Imag. Grap. 27, 321–337 (2003)
Benameur, S., Mignotte, M., Parent, S., et al.: A hierarchical statistical modeling approach for the unsupervised 3D biplanar reconstruction of the scoliotic spine. IEEE Trans. Biomed. Eng. 52, 2041–2057 (2005)
Zheng, G., Ballester, M.Á.G., Styner, M.A., Nolte, L.-P.: Reconstruction of patient-specific 3D bone surface from 2D calibrated fluoroscopic images and point distribution model. In: Larsen, R., Nielsen, M., Sporring, J. (eds.) MICCAI 2006. LNCS, vol. 4190, pp. 25–32. Springer, Heidelberg (2006)
Della Valle, C.J., et al.: Primary total hip arthroplasty with a flanged, cemented all-polyethylene acetabular component: evaluation at a minimum of 20 years. J. Arthroplasty 19, 23–26 (2004)
The, B.: Digital radiographic peroperative planning and postoperative monitoring of total hip replacements - techniques, validation and implementation. Doctoral dissertations, University Medical Center Groningen, The Netherlands (2006)
Thirion, J.-P.: Image matching as a diffusion process: an analogy with Maxwell’s demons. Med. Image Anal. 2, 243–260 (1998)
Toussaint, N., Souplet, J.-C., Fillard, P.: MedINRIA: DT-MRI processing and visualization software. In: MICCAI 2007 Workshop on Interaction in Medical Image and Visualization (2007)
Veldpaus, F.E., et al.: A least-square algorithm for the equiform transformation from spatial marker coordinates. J. Biomech. 21, 45–54 (1988)
Besl, P., McKay, N.D.: A method for registration of 3D shapes. IEEE Trans. Pattern Anal. Mach. Intell. 14, 239–256 (1992)
Livyatan, H., Yaniv, Z., Joskowicz, L.: Gradient-based 2-D/3-D rigid registration of fluoroscopic X-ray to CT. IEEE Trans. Med. Imaging 22, 1395–1406 (2003)
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Zheng, G. (2009). Statistical Deformable Model-Based Reconstruction of a Patient-Specific Surface Model from Single Standard X-ray Radiograph. In: Jiang, X., Petkov, N. (eds) Computer Analysis of Images and Patterns. CAIP 2009. Lecture Notes in Computer Science, vol 5702. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03767-2_82
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DOI: https://doi.org/10.1007/978-3-642-03767-2_82
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