Let M be a compact Riemannian manifold and let µ, d be the associated measure and distance on M . Robert McCann obtained, generalizing results for the Euclidean case by Yann Brenier, the polar factorization of Borel maps S : M → M pushing forward µ to a measure ν: each S factors uniquely a.e. into the composition S = T • U , where U : M → M is volume preserving and T : M → M is the optimal map transporting µ to ν with respect to the cost function d 2 /2.In this article we study the polar factorization of conformal and projective maps of the sphere S n . For conformal maps, which may be identified with elements of O o (1, n + 1), we prove that the polar factorization in the sense of optimal mass transport coincides with the algebraic polar factorization (Cartan decomposition) of this Lie group. For the projective case, where the group GL + (n + 1) is involved, we find necessary and sufficient conditions for these two factorizations to agree. This work was partially supported by Conicet (PIP 112-2011-01-00670), Foncyt (PICT 2010 cat 1 proyecto 1716) Secyt Univ. Nac. Córdoba between µ and ν. In the following, when it is clear from the context, we call it simply optimal.An important particular case is the following: Let M be a compact oriented Riemannian manifold and let µ = vol be the Riemannian measure on M and d the associated distance and consider the cost c (p, q) = 1 2 d (p, q) 2 . Let S : M → M be a Borel map pushing forward µ to a measure ν. Robert McCann proved in [12], generalizing results for the Euclidean case by Brenier [3], that S factors uniquely a.e. into the composition S = T • U , where U : M → M is volume preserving and T : M → M is the optimal map transporting µ to ν. This is called the polar factorization of S in the sense of optimal mass transport. For the sake of brevity we call it the Brenier-McCann polar factorization of S.