Nowadays, the real tendency in handwriting recognition is oriented towards the analytical approach. For such orientation the letter model learning quality is primordial. Consequently, it is needed to reduce the human intervention in this processing phase in order to limit the initial bias. Currently, the analytical approaches are divided into two categories depending on the use or not of the se...