• 3D and 2D vision plant and crop analysis with advanced functionality, is described. • Challenges for robust and reliable machine vision in the field, are considered. • Photometric stereo enables recovery of plant textures at high-resolution. • Widespread uptake of the proposed methods is facilitated by their low cost.