Shape from Shading

Shape from Shading (SfS) is an ill-posed problem for recovering 3D object shapes from single images. The approach typically assumes smooth surface representations and estimates 3D geometry using shading information embedded in images. Variational methods formulate this as a functional minimization problem, where advanced optimization techniques are implemented to compute surface normals and depth maps through iterative refinement processes.