AN OFF-LINE CURSIVE HANDWRITING RECOGNITION SYSTEM

Citation
Aw. Senior et Aj. Robinson, AN OFF-LINE CURSIVE HANDWRITING RECOGNITION SYSTEM, IEEE transactions on pattern analysis and machine intelligence, 20(3), 1998, pp. 309-321
Citations number
24
Categorie Soggetti
Computer Science Artificial Intelligence","Computer Science Artificial Intelligence","Engineering, Eletrical & Electronic
ISSN journal
01628828
Volume
20
Issue
3
Year of publication
1998
Pages
309 - 321
Database
ISI
SICI code
0162-8828(1998)20:3<309:AOCHRS>2.0.ZU;2-#
Abstract
This paper describes a complete system for the recognition of off-line handwriting. Preprocessing techniques are described, including segmen tation and normalization of word images to give invariance to scale, s lant, slope and stroke thickness. Representation of the image is discu ssed and the skeleton and stroke features used are described. A recurr ent neural network is used to estimate probabilities for the character s represented in the skeleton. The operation of the hidden Markov mode l that calculates the best word in the lexicon is also described. Issu es of vocabulary choice, rejection, and out-of-vocabulary word recogni tion are discussed.