On my 10" lathe, the bearing was secured with a nut, so pressing it off was fairly easy. It looks like yours may need a bit more horsepower to get it moving. I'd soak it in Kroil or something like it first. If you don't want to buy a press, you could probably get a machine shop to press the bearings off/on for you.