Given two arbitrary real matrices A and B of the same size, the orthogonal Procrustes problem is to find an orthogonal matrix M such that the Frobenius norm ||MA - B|| is minimized. This paper treats the common case when the orthogonal matrix M is required to have a positive determinant. The stability of the problem is studied and suprem um results for the perturbation bounds are derived.