Biomedical Engineering Reference
In-Depth Information
calculated and the measured data is below a specified error limit. A number of different
versions of the ART were developed and used with first- and second-generation CAT scan-
ners. Later-generation scanners used analytic reconstruction techniques, since the iterative
methods were computationally slow and had convergence problems in the presence of noise.
Analytic techniques include the Fourier transform, back-projection, filtered back-projection,
and convolution back-projection approaches. All of the analytic methods differ from the iter-
ative methods in that the image is reconstructed directly from the attenuation projection data.
Analytic techniques use the central section theorem and the two-dimensional Fourier trans-
form, which is shown in Figure 15.15. Given an image
f
(
x, y
), a single projection is taken along
the
x
direction, forming a projection
g
(
y
) described by
1
g ð y Þ¼
f ð x
,
y Þ dx
1
This projection represents an array of line integrals as shown in Figure 15.15. The two-
dimensional Fourier transform of
f
(
x
,
y
) is given by
ð 1
F ð u
,
v Þ¼
f ð x
,
y Þ
exp
½ j
2
ux þ vy Þ dxdy
1
In the Fourier domain, along the line
u ¼
0, this transform becomes
ð 1
F ð
0,
v Þ¼
f ð x
,
y Þ
exp
ð j
2
p vy Þ dxdy
1
which can be rewritten as
ð 1
F ð
0,
v Þ¼
f ð x
,
y Þ dx =
exp
ð j
2p
vy Þ dy
1
or
½ g ð y Þ 1
F ð
0,
v Þ¼ F
1
FIGURE 15.15
A projection via the central-sectioning theorem.
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