The aim of this project is to formulate the problem of optical flow estimation in the framework of non-quadratic optimisation using sparsity-inducing penalties that impose or enhance certain types of vectorial behaviour while being invariant or quasi-invariant to a variety of geometrical transformations. Prerequisites: Proficiency in MATLAB programming; solid understanding of linear algebra; some familiarity with convex optimisation would be helpful but is not strictly necessary.