How does unsubscribing in preferences center work?

So if I have a segment with the condition that if a visitor hits a specific webpage, they automatically gets added to a segment.

Say, that an email is sent out to this visitor and they decide to unsubscribe. What happens if they visit same page again, will they be included in the segment or not and will they receive an email or not?