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Face Detection and Modeling for Recognition - Biometrics Research ...

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ased on the skin cluster model obtained from a subset of the HHI database. The<br />

model is specified by the centers (denoted as C b (Y ) <strong>and</strong> C r (Y )) <strong>and</strong> widths of the<br />

cluster (denoted as W c b (Y ) <strong>and</strong> W c r (Y )) (See Fig. 3.5). The following equations<br />

describe how this trans<strong>for</strong>mation is computed.<br />

⎧<br />

( ⎪⎨ Ci (Y ) − C i (Y ) ) W c · i<br />

C i(Y ′ W c i (Y )<br />

) =<br />

+ C i(K h ) if Y < K l or K h < Y,<br />

⎪⎩ C i (Y ) if Y ∈ [K l , K h ],<br />

⎧<br />

⎪⎨<br />

W c i (Y ) =<br />

⎪⎩<br />

⎧<br />

⎪⎨<br />

C b (Y ) =<br />

⎪⎩<br />

⎧<br />

⎪⎨<br />

C r (Y ) =<br />

⎪⎩<br />

W Lc i + (Y −Y min)·(W c i −W Lc i )<br />

K l −Y min<br />

if Y < K l ,<br />

W Hc i + (Y max−Y )·(W c i −W Hc i )<br />

Y max −K h<br />

if K h < Y,<br />

108 + (K l−Y )·(118−108)<br />

K l −Y min<br />

if Y < K l ,<br />

108 + (Y −K h)·(118−108)<br />

Y max −K h<br />

if K h < Y,<br />

154 − (K l−Y )·(154−144)<br />

K l −Y min<br />

if Y < K l ,<br />

154 + (Y −K h)·(154−132)<br />

Y max −K h<br />

if K h < Y,<br />

(A.3)<br />

(A.4)<br />

(A.5)<br />

(A.6)<br />

where C i in Eqs. (A.3) <strong>and</strong> (A.4) is either C b or C r , W c b = 46.97, W Lc b = 23,<br />

W Hc b = 14, W c r = 38.76, W Lc r = 20, W Hc r = 10, K 1 = 125, <strong>and</strong> K h = 188. All<br />

values are estimated from training samples of skin patches on a subset of the HHI<br />

images. Y min <strong>and</strong> Y max in the Y C b C r color space are 16 <strong>and</strong> 235, respectively. Note<br />

that the boundaries of the cluster are described by two curves C i (Y ) ± W c i (Y )/2,<br />

155

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