You may try restoring from a backup before the time you deleted them.
iTunes: Plug your device in and select 'Restore'.
iCloud: Go to Settings>General>Reset. Then select 'Erase All Content and Settings'. This will return your iPad to its day one condition. From the setup you'll be able to choose iCloud as a restore option.