This time the award for the best paper in the Master Degree category at the BRAINN Congress was given to the work entitled “Volumetric Segmentation of the Corpus Callosum: comparing 2D, extended-2D, and 3D approaches to train the model on anisometric diffusion MRI“. This work, is part of the MSc dissertation of Joany Rodrigues, and discusses different CNN models trained to segment the structure. This work also had the contribution of: Paulo Julio, Simone Appenzeller and Letícia Rittner.