Ubuntu will place icons for other partitions on your desktop. Do you like a clean desktop, or just don’t always need access those other partitions? Changing a value in the GNOME Configuration Editor will stop partitions from being displayed on your desktop.
Press Alt-F2 to bring up the Run Application dialog. Type gconf-editor and click Run.