Summary: For a bounded smooth domain in the plane and smooth boundary data we consider the minimization of the Willmore functional for graphs subject to Dirichlet or Navier boundary conditions. For \(H^2\)-regular graphs we show that bounds for the Willmore energy imply bounds on the surface area and on the height of the graph. We then consider the \(L^1\)-lower semicontinuous relaxation of the Willmore functional, which is shown to be indeed its largest possible extension, and characterize properties of functions with finite relaxed energy. In particular, we deduce compactness and lower-bound estimates for energy-bounded sequences. The lower bound is given by a functional that describes the contribution by the regular part of the graph and is defined for a suitable subset of \(BV(\Omega)\). We further show that finite relaxed Willmore energy implies the attainment of the Dirichlet boundary data in an appropriate sense, and obtain the existence of a minimizer in \(L^\infty\cap BV\) for the relaxed energy. Finally, we extend our results to Navier boundary conditions and more general curvature energies of Canham-Helfrich type.