R. Herpers et G. Sommer, DISCRIMINATION OF FACIAL REGIONS BASED ON DYNAMIC GRIDS OF POINT REPRESENTATIONS, International journal of pattern recognition and artificial intelligence, 12(4), 1998, pp. 381-405
The application of an elastic graph-matching approach to discriminate
facial image regions is presented. In contrast to the dynamic link arc
hitecture introduced by the Malsburg group, our application is not an
identification task but a classification task. Therefore, our approach
differs in several important aspects: (1) the choice of the filter se
t, (2) the selection of the positions of the nodes of the graph to rep
resent the characteristic image information, (3) the generation of a r
epresentative reference pattern needed for the calculation of the clas
sifications, and (4) a new two-step graph-matching approach based on t
he simulated annealing technique. The approach was tested on facial re
gions taking the eye region as an example target. A classification per
formance for the verification of eye regions of more than 93% was achi
eved.