We show that the implicit equation of a surface in 3-dimensional projective space parametrized by bi-homogeneous polynomials of bi-degree (d, d), for a given integer d ≥ 1, can be represented and computed from the linear syzygies of its parametrization if the base points are isolated and form locally a complete intersection.