Multiple dilation rapidly deforms object structure using mathematical morphology. Preserving object structure is of paramount importance in pattern recognition. A new geometric-based mechanism for binary image dilation is proposed. Our method exploits Delaunay triangulation; a versatile geometric structure. Our method shows high performance when applied to handwritten digit classification.