Too often document parsing systems attempt to resolve layout and fine detail recognition in one go which leads to compromises in either speed or accuracy. By first taking a broad view at low resolution the system can map the structural blueprint of the document without getting distracted by pixel level noise. The second stage then turns its full attention to the regions that truly matter and does so at the original resolution where no detail is lost...