Projection methods are efficient operator-splitting schemes to approximate solutions of
the incompressible Navier-Stokes equations. As a major drawback, they introduce spurious
layers, both in space and time. In this work, we survey convergence results for higher order
projection methods, in the presence of only strong solutions of the limiting problem; in
particular, we highlight concomitant difficulties in the construction process of accurate
higher order schemes, such as limited regularities of the limiting solution, and a lack of
accurate initial data for the pressure. Computational experiments are included to compare
the presented schemes, and illustrate the difficulties mentioned.