Bouligand–Minkowski descriptors are proposed to identify three groups of oral cysts. Images from the stained epithelial lining of these lesions are used for the analysis. The case-wise classification accuracy of radicular cysts and keratocysts was 100%. For sporadic and syndromic keratocysts the classification accuracy was 71%.