Yes, this is a common misunderstanding. The name "factory reset" leads many people to believe that it will reset the software to its original state, whereas all it actually does is remove the user's installed apps, data and settings.
There is no space on these devices where the original firmware is backed-up. Any system update overwrites the existing system.