Well when they're puppies and they've only just opened their eyes, you'd never believe it but they actually have blue eyes at that point and then they magically change brown once they're fully open
It is possible, but less likely than a brown-eyed result. The reasons for this are actually a little more complex than the simplified answer given here, but the summarised explanation is as follows....