Moreover, formalizing expert know ledge and encapsulatingit into rule sets is often time, labor and cost-intensive. Thus,despite the research efforts in the field of OBIA, automatic recognition and reconstruction of objects in urban areas from VHR remotely sensed data is not yet solved and is highly affected by various factors such as spectral and spatial heterogeneity between different kinds of object sand unpredictable shapes of urban objects.