  In this paper, we study the properties of the Frank-Wolfe algorithm to solve
the \ExactSparse reconstruction problem. We prove that when the dictionary is
quasi-incoherent, at each iteration, the Frank-Wolfe algorithm picks up an atom
indexed by the support. We also prove that when the dictionary is
quasi-incoherent, there exists an iteration beyond which the algorithm
converges exponentially fast.
