To make up successfully as one of these two in broad daylight, it would need an actor of genius, and a certain initial facial resemblance. 
Only someone with a certain skill with makeup, as well as at least a superficial resemblance, could pull off the impersonation in broad daylight.
Anyone could have pulled off the impersonation, which made finding that person really difficult.