In this research work we have studied the problem of the representation and tracking of objects under temporary restrictions for the analysis of the movement. The realism of the images makes tasks vision difficult at any level and the restrictions of vide-rate processing suggest the necessity to design systems able to provide an answer in a limited time and with an acceptable quality. Starting off with Fritzkes Growing Neural Gas (GNG), an extension of this work is proposed that has been named as Accelerated GNG. To fulfilled one of the goals of the work: the representation and tracking of...