An automatic method that performs a BI-RADS description of mammographic masses. A multiple kernel learning strategy is proposed for combining two multiresolution features. Mass shape description is assigned by a hierarchical SVM classifier. The margin and density descriptions are assigned by a shape-based retrieval strategy. The method was evaluated on the datasets: DDSM and INBreast.