Neuromathematics is the study of the functional architecture of the cortex with instruments of geometric analysis. The structure of the connectivity between neural cells is modelled via suitable geometric instruments and defines the geometry of the space. Diffusion of the visual signal along this networks is described with analytic instruments and justifies phenomena of perception and cognition starting from the geometry of the brain.