• DocumentCode
    2060833
  • Title

    Generalized contextual recognition of hand-printed documents using semantic trees with lazy evaluation

  • Author

    Du, L. ; Downton, A.C. ; Lucas, S.M. ; Al-Badr, B.

  • Author_Institution
    Dept. of Electron. Syst. Eng., Essex Univ., Colchester, UK
  • Volume
    1
  • fYear
    1997
  • fDate
    18-20 Aug 1997
  • Firstpage
    238
  • Abstract
    Describes a new general-purpose contextual architecture which provides a unified framework for efficiently combining all types and levels of context in hand-print recognition applications. The architecture has been designed and built as a C++ class library and utilised within an initial demonstrator which implements full contextual constraints for a combination of postcode and corresponding postal address. Preliminary evaluation of the demonstrator suggests the system has the potential to achieve genuinely remarkable performance compared with previous context systems: its memory requirements are an order of magnitude less than an equivalent trie-based dictionary; its search speed is at least an order of magnitude faster than the trie, and actually gets faster as the dictionary size increases(!); and its error rate is virtually zero if suitable contextual constraints can be applied. Using this architecture, it appears to be possible to build real-time solutions to large-scale heterogeneous contextual problems
  • Keywords
    document image processing; handwriting recognition; mailing systems; neural net architecture; optical character recognition; real-time systems; semantic networks; software libraries; software performance evaluation; C++ class library; contextual constraints; dictionary size; error rate; general-purpose contextual architecture; generalized contextual recognition; hand-printed documents; large-scale heterogeneous contextual problems; lazy evaluation; memory requirements; performance; postal address; postcode; real-time solutions; search speed; semantic trees; trie-based dictionary; Character recognition; Computer architecture; Dictionaries; Error analysis; Large-scale systems; Layout; Libraries; Pattern recognition; Software architecture; Systems engineering and theory;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Document Analysis and Recognition, 1997., Proceedings of the Fourth International Conference on
  • Conference_Location
    Ulm
  • Print_ISBN
    0-8186-7898-4
  • Type

    conf

  • DOI
    10.1109/ICDAR.1997.619848
  • Filename
    619848