The annotation of images data is the main tool for associating semantics to an image. In this article we are interested in the semi-automatic annotation of images data. Indeed, with the great mass of data managed throughout the world and especially with the Web, the manual annotation of these images is almost impossible. This article presents a preliminary work on an neighbourhood graphs based annotation approach. The approach we are proposing offers, as the experiments section shows it, interesting annotation results. MOTS-CL