eLife Assessment This important paper takes a novel approach to the problem of automatically reconstructing long-range axonal projections from stacks of images. The key innovation is to separate the identification of sections of an axon from the statistical rules used to constrain global structure. The authors provide compelling evidence that their method is a significant improvement over existing measures in circumstances where the labelling of axons and dendrites is relatively dense.