Computational methods and challenges for large-scale circuit mapping

► We describe the analysis challenges for different kinds of large-scale neuroanatomical data sets. ► We distinguish between isotropic 3D and highly anisotropic data sets and the corresponding analytical approaches. ► We review and compare some of the available software tools. ► We provide brief guideline for neural circuit reconstruction from large image data sets.