Is it rude to remove shoes in public?

I don't like wearing my shoes all day so I remove them most of the time when I'm sitting. The other day, an unknown girl told me it was weird during class in college.

Is she right? I've never been told it's rude before

Is it rude to remove shoes in public?
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