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

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

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10<br />

5<br />

Z<br />

8<br />

6<br />

4<br />

2<br />

−4 −2024<br />

X<br />

5<br />

0<br />

−5 Y<br />

X<br />

(a) (b) (c)<br />

Y<br />

0<br />

−5<br />

−5 0 5<br />

Figure 5.2. 3D generic face model: (a) Waters’ triangular-mesh model shown in the<br />

side view; (b) model in (a) overlaid with facial curves including hair <strong>and</strong> ears at a<br />

side view; (c) model in (b) shown in the frontal view.<br />

<strong>for</strong> facial component i with a close boundary such as eyes <strong>and</strong> mouth, <strong>and</strong> with endvertex<br />

padding <strong>for</strong> those having open boundary such as ears <strong>and</strong> hair components.<br />

The advantage of using semantic graph descriptors <strong>for</strong> face matching is that these descriptors<br />

can seamlessly encode geometric relationships (scaling, rotation, translation,<br />

<strong>and</strong> shearing) among facial components in a compact <strong>for</strong>mat in the spatial frequency<br />

domain, because the vertices of all the facial components are specified in the same<br />

coordinate system with the origin around the nose (see Fig. 5.2). The reconstruction<br />

of semantic face graphs from semantic graph descriptors is obtained by<br />

ũ i (n) = F −1 {a i (k)} =<br />

L∑<br />

i −1<br />

k=0<br />

a i (k) · e j2πkn/N i<br />

, (5.2)<br />

where L i (< N i ) is the number of frequency components used <strong>for</strong> the i th face component.<br />

Figure 5.3 shows the reconstructed semantic face graphs at different levels<br />

114

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