I hosted a file hosting site on a cheap shared server until it went under. Don't get a VPS or dedicated until you need to get it, if by the time you need it the site is not making enough money the site has failed.

On a less related note from personal experience, image hosting sties are a waste of time. To be done well they have to be done at a loss, they are inherently bandwidth drains.