0-7803-6465-1/00/$ 10.00 ©2000 IEEE 1639
Quantitative analysis of Left Ventricle Shape and
Motion, Using a 3D Dynamic Model: Deformable
Superquadrics.
Víctor Torrealba
1,2,3
, Antonio Bosnjak
1,2
, Manuel Acuña
2
, Basel Solaiman
1
,
Guillermo Montilla
2
, Christian Roux
1
.
Abstract - This paper presents a method for the
quantitative analysis of the left ventricle mobility,
based on the development of a 3D deformable
dynamic model. The model is a superquadric-one
with different parametric deformations. The data
input for the adjustment of this model is a
sequence of volumes of the left ventricle obtained
in an echocardiography test. An electromechanical
device controlled by the computer is adapted. This
allows the acquisition of 60 slices in a rotational 3D
symmetry. A specialist cardiologist segments the
volumes. An objective function is defined to the
adjustment of model parameters. The energy of
the error is minimized when the parameters are
adjusted using a similar focus to the training of the
Back Propagation neural network. The dynamics
of the position, orientation, size, torsion and its
shape have been recovered from the model. This
focus permits the obtaining of results clinically
useful. If we compare quantitatively the volume of
the left ventricle and the volume of the developed
superquadrics, in function of time, a small error
around 1% is observed in the volume calculation.
Therefore, we can conclude that deformable
superquadric captures the global parameters of
the left ventricle.
Key words - 3D Cardiac Dynamic. Deformable Models.
Deformable Superquadrics. Echocardiography.
1. Introduction.
The movement estimation of walls of the left
ventricle is clinically useful and very important at the
present time since it has been demonstrated that
different heart pathologies have direct repercussion on
the ventricle dynamics, and for such reason, there are
many research works in this area from the last years.
Different authors [1,2,3,4] have reported that
during the cardiac cycle, there are global movements
of the Left Ventricle, and they can be break down in a
series of independent movements:
The Global movements of the Left Ventricle are:
Translation, Rotation, Contraction, Radial Expansion,
Torsion, and Longitudinal Deformation.
The objective of this work is the development of a
deformable model, which allows the analysis the 3D
movement of the left ventricle with a clinical utility.
The quantitative parameters of movement of the
ventricular walls are captured by the developed model
from a dynamic sequence of 3D echocardiography.
2. Deformable model: Superquadric.
The superquadrics (figure 1) are a family of
parametric curves, which were used for the first time
by Gardiner [5] like an extension of the ellipsoids. A
superquadric surface is the spherical product of two
superquadric curves and can be defined in a 3D vector
form as follows:
⎥
⎥
⎥
⎦
⎤
⎢
⎢
⎢
⎣
⎡
=
⎥
⎥
⎥
⎦
⎤
⎢
⎢
⎢
⎣
⎡
=
) ( sin * c
) ( )sin ( cos * b
) ( )cos ( cos * a
) , S(
e1
e2 e1
e2 e1
θ
φ θ
φ θ
φ θ
z
y
x
(1)
Where the parameters ‘θ’ y ‘φ’ are between:
2 2
π π
θ ≤ ≤ − and . π φ π ≤ ≤ − ‘θ’ y ‘φ’ correspond to
latitude and longitude angles, respectively, expressed
in a spherical coordinate system. The values a, b and
c define the size of the superquadric in the coordinate
x, y and z respectively. The exponent’s e
1
and e
2
are
the square ness parameters along the z-axis, and the x-
y plane, respectively.
Figure 1. Superquadric, (ellipsoidal).