There’s no definite answer to this question since we don’t know how Omegle collects and stores user information.
It’s highly unlikely that Omegle could know your phone number just from text or video chatting with anyone online. However, if you share your phone number with someone you meet on Omegle, they might be able to figure out your identity. Still, Omegle itself probably doesn’t have access to that information.