The intuitive idea behind this thesis is that a sequence of small decision trees may perform better than a large decision tree, reducing both training and exploitation costs.Our first goal was to develop a system capable to recognize several kinds of elements present in a document such as background, text, horizontal and vertical lines, line drawings and images.