The human superior temporal plane, the site of the auditory cortex, displays a high 15 inter-individual macro-anatomical variation. This questions the validity of curvature based 16 alignment (CBA) methods for in vivo imaging data. Here, we have addressed this issue by 17 developing CBA+, which is a cortical surface registration method that uses prior macro-anatomical 18 knowledge. We validate this method by using cyto-architectonic areas on ten individual brains 19 (which we make publicly available). Compared to volumetric and standard surface registration, 20 CBA+ results in a more accurate cyto-architectonic auditory atlas. The improved correspondence of 21 micro-anatomy following the improved alignment of macro-anatomy validates the superiority of 22 CBA+ compared to CBA. In addition, we use CBA+ to align in vivo and post mortem data. This allows 23 projection of functional and anatomical information collected in vivo onto the cyto-architectonic 24 areas, which has potential to contribute to ongoing debate on the parcellation of the human 25 auditory cortex.