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

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(shown in Fig. 4.2(c)) are followed by displacement (of model vertices) propagation,<br />

in order to blend features in the face model.<br />

Displacement propagation inside a triangular mesh mimics the transmission of<br />

message packets in computer networks. Let N i be the number of vertices that are<br />

connected to a vertex V i , J i be the set of all the indices of vertices that are connected<br />

to the vertex V i , w i be the sum of weights (each of which is the Euclidean distance<br />

between two vertices) on all the vertices that are connected to the vertex V i , <strong>and</strong> d ij<br />

be the Euclidean distance between the vertex V i <strong>and</strong> a vertex V j . Let ∆V j be the<br />

displacement of vertex V j , <strong>and</strong> α be the decay factor, which can be determined by<br />

the face size <strong>and</strong> the size of the active facial feature in each coordinate. Eq. (4.1)<br />

computes the contribution of vertex V j to the displacement of vertex V i .<br />

∆V ij =<br />

{<br />

w ∆Vj ·<br />

i −d ij<br />

w i·(N i −1) · e−αd ij , N i > 1, w i = ∑ j∈J i<br />

d ij<br />

∆V j · e −αd ij , N i = 1, j ∈ J i .<br />

(4.1)<br />

In other words, ∆V ij is computed as the product of the displacement, the weight, <strong>and</strong><br />

V j 2<br />

’<br />

Vj 2<br />

Vj 2<br />

Vi j 1<br />

d i j 2<br />

Vi j 2<br />

d i j1<br />

Vj 1<br />

Vj 1 Vj’<br />

1<br />

: Vertex<br />

: New Location<br />

: Triangle Edge<br />

Vi<br />

Figure 4.7.<br />

Displacement propagation.<br />

104

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