Title :
Using Speech for Handwritten Mathematical Expression Recognition Disambiguation
Author :
Medjkoune, Sofiane ; Mouchere, Harold ; Petitrenaud, Simon ; Viard-Gaudin, Christian
Author_Institution :
IRCCyN, Univ. of Nantes, Nantes, France
Abstract :
The main goal of this work is to set up a multimodal system dedicated to mathematical expression recognition. In the proposed architecture, the transcription coming out from a speech recognition system is used to disambiguate the result of a handwriting recognition module. A set of keywords is built from the transcription module and used to rescore the outputs of both the handwriting classifier and the structural analysis module. Performances evaluated on the HAMEX dataset show a significant improvement over a single modality system.
Keywords :
handwritten character recognition; image classification; speech recognition; text analysis; HAMEX dataset; handwriting classifier; handwriting recognition module; handwritten mathematical expression recognition disambiguation; keyword; multimodal system; single modality system; speech recognition system; structural analysis module; transcription module; Data integration; Databases; Educational institutions; Handwriting recognition; Speech; Speech recognition; Vocabulary; Data fusion; Handwriting recognition; Mathematical expression; Speech recognition;
Conference_Titel :
Frontiers in Handwriting Recognition (ICFHR), 2012 International Conference on
Conference_Location :
Bari
Print_ISBN :
978-1-4673-2262-1
DOI :
10.1109/ICFHR.2012.288