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
pð
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.