Explain to me, Royalty Free

What rights do you have with a Royalty Free stock photo?

Can they be used by anyone?
Can they be copied by anyone off the web and then used?
Do stock photo companies have the right to charge you for these photos?

Who decides if an image will be Royalty Free or Rights managed?