White matter hyperintensities are signal abnormalities in the white matter that appear as bright areas on T2-weighted MRI sequences. These abnormalities are commonly observed in the brains of elderly individuals. BIANSA is an algorithm that offers a novel approach to automatically segment the abnormal lesions of white matter hyperintensities.