Abstract In this paper, a method is proposed which uses the Radial Basis Function (RBF) to improve the Bidimensional Empirical Mode Decomposition (BEMD). The mirror compactly supported RBF not only has the precision of interpolation and suppresses the boundary effect, but also has fast computation. Experiments indicate that the method in this paper can gain better decompositions.