If your viewport gets scrolled after the dialog displays, it will no longer be centered. It’s possible to unintentionally cause the viewport to scroll by adding/removing content from the page. You can recenter the dialog window during scroll/resize events by calling:
$('my-selector').dialog('option', 'position', 'center');