Offended? Probably not. Creeped out? Most likely. Why? Because you're staring at them that's why. It doesn't matter what you're looking at. The fact that you are staring at them is enough to make anyone (regardless of gender) uncomfortable.
Why do girls and women get offended if you stare at their bare feet in public?
They get offended because that's creepy.