Let H be a hyperbolic quadric in P G(3, q), where q is a prime power. Let E (respectively, T) denote the set of all lines of P G(3, q) which are external (respectively, tangent) to H. We characterize the minimum size blocking sets in P G(3, q), q = 2, with respect to the line set E βͺ T. We also give an alternate proof characterizing the minimum size blocking sets in P G(3, q) with respect to the line set E for all odd q.