The TV does not have an option on the TV menu to remove the channel identification and [Mute] icon display from the screen.
The volume bar can be permanently removed from the screen in the [Setup menu] -> [Installation] -> [Preferences] -> [Volume bar] -> [OFF].
You can also minimize the display to the top left corner of the screen.