Abstract: We give an introductory talk on a geometric minimisation problem associated with non-linear partial differential equations arising in the context of image denoising and reconstruction. We then present our results obtained for domains obtained as tubular neighbourhoods of curves in the plane. This is a joint work with Aldo Pratelli.