Conjectures regarding the nonlinear geometry of visual neurons.

•Curvature in the response surface of a neuron describes many early non-linearities.•Endo-origin curvature describes invariance and tolerance.•Exo-origin curvature describes a number of non-classical effects.•Non-linearities in sparse coding networks are well described by this curvature.