Touchless Fingerprint Recognition
133
5.4.4 Simulation of the Skin Color
The finger color is estimated from a real touchless fingerprint image I
l
.First,a
Gaussian low-pass filter is applied to remove the details of the ridge pattern from I
l
,
thus obtaining an image I
f
representing only the underlying skin color and the vein
pattern.Thistaskisperformedasfollows:
I
f
= I
l
∗ G
l
, (5.48)
where G
l
is a Gaussian filter with an area of m
l
×m
l
pixels and a standard deviation
equal to the empirically estimated value σ
p
.
Then, speckle noise is added using the following equation:
I
p
= I
f
+ n
s
× I
f
, (5.49)
where n
s
represents uniformly distributed random noise with mean equal to 0 and
variance equal to v
s
. Different values of the parameter v
s
are empirically estimated
to simulate ...