How do prevent “fake Membership” sign ups

I have seen quite a few user registrations recently. Alot of the emails look weird as they are your typical gmail, Yahoo or Hotmail accounts. I have a captcha set up on the register page. I don’t know if they are signing up some other way. I am using a membership plugin but can’t remember the plug-ins name. How do I prevent this?

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