The thickness variation over time of the cerebral cortex of an individual serves as an indication of the presence of neurodegenerative diseases such as Alzheimer’s disease. A computational tool capable of performing the estimation of the thickness of the cortex efficiently is of great interest to neurologists. A study based on well-known tools, such as FreeSurfer, was performed and identified important information about the influence of pre-processing steps on the accuracy of the final results.