d2) Information Theory Approach (Cont.4)
A probability model with parameters required to compute the likelihood ratio of equation above is the result of training with positive and negative examples.
Test phase: compute the likelihood ratio using the trained probability model.
Face candidates are obtained by selecting the position where the likelihood ratio is above a fixed threshold.