Image Processing Reference
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because the Fourier basis ψ m is an orthogonal basis set yielding unique FCs. This
property of the FCs, which is only valid for real functions f , is called Hermitian sym-
metry . Because of this, the Fourier coefficients of a real signal contains redundancy.
If we know a coefficient, say F ( ω 17 )=0 . 5+ i 0 . 3, then the mirrored coefficient is
locked to its conjugate, i.e., F ( ω 17 )=0 . 5
i 0 . 3 .
The coefficient F ( ω m ) (as well as F ( ω −m ) ) is complex and can be written in
terms of its real and imaginary parts
F ( ω m )=
( F ( ω m )) + i
( F ( ω m ))
(5.33)
so that
F ( ω −m )=
( F ( ω −m )) + i
( F ( ω −m )) =
( F ( ω −m ))
i
( F ( ω −m ))
Thus, Eq. (5.32) can be rewritten as
( F ( ω m )) =
( F ( ω −m )) ,
and
( F ( ω m )) =
( F ( ω −m )) .
(5.34)
We summarize our finding on the redundancy of the FC coefficents of f as follows.
Theorem 5.4. The Fourier coefficients of a real signal have Hermitian symmetry:
F ( ω m )= F ( ω −m )
(5.35)
so that the real and imaginary parts of their FCs are even and odd, respectively,
whereas their magnitudes are even.
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