Title | ||
---|---|---|
Introduction Of Statistical Information In A Syntactic Analyzer For Document Image Recognition |
Abstract | ||
---|---|---|
This paper presents an improvement to document layout analysis systems, offering a possible solution of Sayre's paradox (which states that an element "must be recognized before it can be segmented; and it must be segmented before it can be recognized"). This improvement, based on stochastic parsing, allows integration of statistical information, obtained from recognizers, during syntactic layout analysis. We present how this fusion of numeric and symbolic information in a feedback loop can be applied to syntactic methods to improve document description expressiveness. To limit combinatorial explosion during exploration of solutions, we devised an operator that allows optional activation of the stochastic parsing mechanism. Our evaluation on 1250 handwritten business letters show this method allows the improvement of global recognition scores. |
Year | DOI | Venue |
---|---|---|
2011 | 10.1117/12.873393 | DOCUMENT RECOGNITION AND RETRIEVAL XVIII |
Keywords | Field | DocType |
layout analysis, structure recognition, stochastic parsing, content-based analysis, handwritten letters | Computer vision,Combinatorial method,Computer science,Document layout analysis,Feedback loop,Artificial intelligence,Operator (computer programming),Natural language processing,Parsing,Syntactic methods,Syntax,Combinatorial explosion | Conference |
Volume | ISSN | Citations |
7874 | 0277-786X | 2 |
PageRank | References | Authors |
0.44 | 5 | 3 |
Name | Order | Citations | PageRank |
---|---|---|---|
André O. Maroneze | 1 | 2 | 0.44 |
Bertrand Coüasnon | 2 | 169 | 19.22 |
Aurélie Lemaitre | 3 | 63 | 9.41 |