Title :
Recognition of Printed Mathematical Expressions Using Two-Dimensional Stochastic Context-Free Grammars
Author :
Álvaro, Francisco ; Sanchez, Joan-Andreu ; Benedí, José-Miguel
Author_Institution :
Inst. Tecnol. de Inf., Univ. Politec. de Valencia, Valencia, Spain
Abstract :
In this work, a system for recognition of printed mathematical expressions has been developed. Hence, a statistical framework based on two-dimensional stochastic context-free grammars has been defined. This formal framework allows to jointly tackle the segmentation, symbol recognition and structural analysis of a mathematical expression by computing its most probable parsing. In order to test this approach a reproducible and comparable experiment has been carried out over a large publicly available (InftyCDB-1) database. Results are reported using a well-defined global dissimilitude measure. Experimental results show that this technique is able to properly recognize mathematical expressions, and that the structural information improves the symbol recognition step.
Keywords :
context-free grammars; handwriting recognition; image segmentation; mathematics computing; stochastic processes; formal framework; printed mathematical expression recognition; statistical framework; structural analysis; symbol recognition; two dimensional stochastic context free grammars; Databases; Grammar; Image recognition; Image segmentation; Performance evaluation; Text analysis; context-free grammars; mathematical expression recognition; stochastic parsing; structural analysis; symbol recognition;
Conference_Titel :
Document Analysis and Recognition (ICDAR), 2011 International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4577-1350-7
Electronic_ISBN :
1520-5363
DOI :
10.1109/ICDAR.2011.247