In the limit as the roughness vanishes, the solution for the pressure scattered by a rough surface of infinite extent should reduce to the image solution. Approximate image solutions for an infinite, pressure-release plane surface are studied for an omnidirectional source using the 2nd, 3rd, and 4th order phase approximations. The results are compared to the exact image solution to examine the effects of the phase approximations. The result based on the 2nd order (Fresnel phase) approximation reproduces the image solution for all geometries. Surprisingly, the results for the 3rd and 4th order phase approximations are never better than the Fresnel result, and are substantially worse for most geometries. This anomalous behavior is investigated and the cause is found to be the multiple stationary phase points produced by the 3rd and 4th order phase approximations.