http://en.wikipedia.org/wiki/Cuban_underwater_city
Here's the one I mistakenly identified from being from Bahama. Its actually off cuba. And was discovered almost over 20 years ago. Since then not much science has been done and its been kept very quiet.
The only image I've seen was the top of a pyramid from an RoV perspective.