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\subsection{Vertex}  For each region $c_i$ will form a vertex $v_i$ in the video graph $G(V,E)$. Then cardinality of $|V|$ is equal to the size of segmented regions, $|C|$. The $BoVW$ BoVW  histogram $h_i$ of local features $f_i \in c_i$ form and represent the  an unary potential for vertex $v_i$.