Two dimensional Orthogonal and Unitary transforms:
As applied to image processing, a general orthogonal series expansion for an image is a pair of transformations of the form :
where is called an " image transform."
It is a set of complete orthogonal discrete basis functions satisfying the properties:-
1) Orthonormality:
=
2) Completeness :
=
The elements v are transform coefficients and
is the transformed image.
The orthonomality property assures that any truncated series expansion of the form
|
for ,
|
|
will minimize the sum of squares error
where coefficients
are given by (4.1.3). The completeness property assures that this error will be zero for .
|