Hindawi Publishing Corporation
EURASIP Journal on Advances in Signal Processing
Volume 2010, Article ID 806094, 8 pages
doi:10.1155/2010/806094
Research Article
2D-3D Registration of CT Vertebra Volume to Fluoroscopy
Projection: A Calibration Model Assessment
P. Bifulco,
1
M. Cesarelli,
1
R. Allen,
2
M. Romano,
1
A. Fratini,
1
and G. Pasquariello
1
1
Department of Biomedical, Electronic and Telecommunication Engineering, University of Naples Federico II, 80125 Napoli, Italy
2
Institute of Sound and Vibration Research, University of Southampton, Southampton S017 1BJ, UK
Correspondence should be addressed to P. Bifulco, pabifulc@unina.it
Received 28 April 2009; Accepted 22 May 2009
Academic Editor: Jo˜ ao Manuel R. S. Tavares
Copyright © 2010 P. Bifulco et al. This is an open access article distributed under the Creative Commons Attribution License,
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
This study extends a previous research concerning intervertebral motion registration by means of 2D dynamic fluoroscopy to
obtain a more comprehensive 3D description of vertebral kinematics. The problem of estimating the 3D rigid pose of a CT volume
of a vertebra from its 2D X-ray fluoroscopy projection is addressed. 2D-3D registration is obtained maximising a measure of
similarity between Digitally Reconstructed Radiographs (obtained from the CT volume) and real fluoroscopic projection. X-ray
energy correction was performed. To assess the method a calibration model was realised a sheep dry vertebra was rigidly fixed to a
frame of reference including metallic markers. Accurate measurement of 3D orientation was obtained via single-camera calibration
of the markers and held as true 3D vertebra position; then, vertebra 3D pose was estimated and results compared. Error analysis
revealed accuracy of the order of 0.1 degree for the rotation angles of about 1 mm for displacements parallel to the fluoroscopic
plane, and of order of 10 mm for the orthogonal displacement.
1. Introduction
Intervertebral kinematics closely relates to the function-
ality of spinal segments and can provide useful diagnos-
tic information. Direct measurement of the intervertebral
kinematics in vivo is very problematic due to its intrinsic
inaccessibility. The use of a fluoroscopic device can provide
a continuous 2D screening of a specific spinal tract (e.g.,
cervical, lumbar) during spontaneous motion of the patient,
with an acceptable, low X-ray dose. 2D kinematics can
be extrapolated from fluoroscopic sequences. Most of the
previous works [1–8] were confined to the estimation of
planar motion (most on sagittal plane) and are based on
the assumption of absence of out-of-plane coupled motion
(e.g., axial rotation). Coupled motion can be neglected in
sagittal (flexion-extension) motion (mainly due to anatomic
symmetry), but in lateral bending, where a coupled axial
rotation is certainly present [9], this approximation is no
longer valid.
The knowledge of 3D positioning (pose) of vertebrae
with time can lead to full 3D kinematics analysis, or at least
to evaluate the presence of out-of-plane motion (rotation).
External skin markers do not provide accurate intervertebral
motion description [10, 11], and invasive positioning of
markers inserted in the vertebrae is not generally viable. In
order to allow clinical application, 3D kinematics analysis
should be performed by means of readily available, and
minimally invasive, instrumentation, combined with an
appropriate image processing technique.
In this study, a method for 3D pose estimation of
vertebrae based on single plane-projection (e.g., Digital
Video Fluoroscopy, DVF) combined with available CT-data
[12–17] is proposed. By processing common CT slices it
is possible to extract a 3D model of a vertebra, and by
subsequent processing using ray-casting techniques it is
possible to produce Digitally Reconstructed Radiographs
(DRRs), simulating the 3D radiograph formation process.
Comparing the DRRs with the real fluoroscopic image it is
possible to estimate the real 3D orientation of the vertebra
when screened by fluoroscopy (Figure 1).
To assess the accuracy and the repeatability of the method
invitro, a calibration model consisting of a sheep dry vertebra
rigidly fixed to an X-raytransparent frame of reference was
designed in order to independently evaluate its 3D pose by