Before revision:  However, interpretation of the lately proposed models is based on a region of interest and can not be extended to pixel or voxel-wise image interpretation , which is considered to be more informative .
After revision:  However, interpretation of the lately proposed models is based on a region of interest and can not be extended to pixel or voxel-wise image interpretation on a whole image. In the current work, we consider the classification task on a large-scale open-source dataset of young healthy subjects -- an exploration of brain differences between men and women .