Systems and methods are provided for generating a visualization of a lung fissure. Medical imaging data is processed to identify a lung mesh (A120) and fissures data (A130). The lung mesh is augmented (A140) with the fissures data and projected (A150) onto a straight plane (521) for rendering into a concise two-dimensional image in which completeness of the lung fissure may be detected (A160).