Title :
A Multi-stream Approach to Off-Line Handwritten Word Recognition
Author :
Kessentini, Yousri ; Paquet, Thiery ; Benhamadou, AbdelMajid
Author_Institution :
Univ. of Rouen, Rouen
Abstract :
We present in this paper a new approach based on multi-stream hidden Markov models (HMM) for the recognition of off-line handwriting. Every word is presented by two HMM models: the first one is learned with features extracted from upper contour, the second with features extracted from lower contour. The combination of these two sources of information is studied using the multi-stream framework. We present experiment results obtained on a database composed of isolated words extracted from incoming mail documents.
Keywords :
handwriting recognition; hidden Markov models; word processing; incoming mail documents; isolated words; multistream hidden Markov models; offline handwritten word recognition; Handwriting recognition;
Conference_Titel :
Document Analysis and Recognition, 2007. ICDAR 2007. Ninth International Conference on
Conference_Location :
Parana
Print_ISBN :
978-0-7695-2822-9
DOI :
10.1109/ICDAR.2007.4378724