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
Link To Document :
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