Computers that fit completely on or under a desk, usually laying horizontally, compared to a tower that lays vertical. Desktop computers are also commonly placed beneath the computer monitor. Below is an example of a desktop case.
A desktop computer can also be used in general to describe any traditional computer a home user uses.
Additional information on computer cases can be found here.