Not if a zealous plod spots a pedestrian waiting and you turn and don't stop to let them cross. Whether they were about to go will be irrelevant, you as the car driver will be the one transgressing the law.
I don't know if the distance for the pedestrian from the junction is specified anywhere, how near to the junction do they need to be for this rule to apply, 10m, 50m, 200m?