DCT by convolution and convolution theorem ?
From: Bernie (a.buisson_at_nextamp.com)
Date: 08/03/04
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Date: Tue, 3 Aug 2004 17:42:28 +0200
Cp(u,S,p) u-eme coefficient of a n point DCT on the signal S with pixel
origin at p as (1):
__n-1
\
Cp(u,S,p) = alpha(u)* | S(x+p)cos(pi*u*(2*x+1)/(2*n)
/__x=0
with S signal of m real data and p in [0..n-1] (n=8 and m =16)
to write Cp as a convolution product (2):
__m-1
\
Cp(u,S,p) = | S(x)*G(u-x,u,p)
/__x=0
we introduce G(x,u,p) define by :
if p<=u-x<p+n then alpha(u)cos(pi*u*(2*(u-x-p)+1))
else 0
we can also write the following relation (3):
__m-1 __m-1 __ m-1
\ (-2*Pi*I*u*t/m) \ \
(-2*Pi*I*u*t/m)
|Cp(u,S,p) *e = | [ |
S(x)*G(u-x,u,p) ] * e
/__u=0 /__u=0 /__x=0
with :
(-2*Pi*I*u*t/m) (-2*Pi*I*x*t/m) (-2*Pi*I*(u-x)*t/m)
e =e *e
(3) can be rewrite as (4) :
__m-1 __m-1 __
m-1
\ (-2*Pi*I*u*t/m) \ (-2*Pi*I*x*t/m) \
(-2*Pi*I*(u-x)*t/m)
|Cp(u,S,p) *e = | S(x)*e [
|G(u-x,u,p)*e ]
/__u=0 /__x=0
/__u=0
we can see appear the DFT of S on m points in 0..m-1
but my question is how transform (4) to find in the second part of the
equation a DFT of G and obtain a relation as describe in lots of book by
"Convolution Theorem" ?
-1
g*h = F [F(g).F(h)]
with * is a convolution product and . a multiplication
i know the conclusion, but if i cannot understand why and proof that this is
ok with my G function...
so if someone could help me, any advice would be welcome.
thanks
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