MATCHING CRITERIA
Given two images, partly containing the same information, we are
interested in deciding on the geometrical relation between the images,
A usual situation is that the images have the same scale and
orientation, while one image is translated relative the other to an
unknown extent. The matching problem is then to determine the
translation. A common approach is to assume an ad hoc model
representing one of the images as a linear function of the other.
However, no use is then made of the fact that the images are
represented by grey levels, which are non-negative. A full linear
model containing both a multiplicative and an additive constant will
then violate the non-negative property. Accordingly, the additive
constant is assumed to be zero and the multiplicative constant
positive.
In order to discuss possible methods for determining the translation,
the problem will be limited to one dimension. This is in fact no real
limitation. As all strings in an image are translated the same amount,
the image can be projected on the axis parallel to the strings and the
matching performed on the projections. Given two projections f(x) and
g(x), xz1,2,...,N, the matching problem is to "determine a number y
such that
f(x) "a g(Xtu) t'r(x); "x 1,2,...,M (1)
u «"N-V
a»0
assuming certain properties of the residual function r(x).
The conditions on y corresponding to a well matched image pair are
usually introduced through requirements on r(x):
a) y is determined in such a way that r(x) and g(x+uy) are orthogonal.
We then have from (1):
2 M
g (xtu) + IL r(x)g(x+u);
1 x-1 X
r(x)g(xtyu) = 0
1
£(x)g(x*u) a
1 X
"ira =
Hm 3
lu ra x
X
or
g^ (x*y) (2)
f(x)g(x*u) a
1 x
Hm
i ra =
X
b) u is determined in such a way that the energy in r(x) obtains a
minimum:
M
(8/80) E r^ (x) - O
x=1
or
M 1 M 2
(8/3u) E f£(x)g(x*u) = /. a (3/34) E 4 (xtu) (3)
x-1 x=1
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