In this work, we study the extraction of semantic objects using morphological tools. We decompose the image into its level sets and level lines (the borders of the level sets). Specifically, from all the level lines we extract the ones that contain T-junctions, have compact form, and are wellcontrasted to obtain the semantic objects in the scene. For all these factors, we establish an estimation procedure.