Refactored the load_image_dataset() routines so they are easier to use and more

flexible.  This introduces a slight backwards incompatibility in that the
version that loads full_object_detection objects now returns an ignore
rectangle set instead of a parts name list.  But other than that the changes
are backwards compatible with previous version of dlib.