DocumentCode
1446548
Title
Alternatives to variable duration HMM in handwriting recognition
Author
Kundu, Amlan ; He, Yang ; Chen, Mou-Yen
Author_Institution
US West Adv. Technol., Boulder, CO, USA
Volume
20
Issue
11
fYear
1998
fDate
11/1/1998 12:00:00 AM
Firstpage
1275
Lastpage
1280
Abstract
A successful handwritten word recognition (HWR) system using a variable duration hidden Markov model (VDHMM) and the path discriminant-HMM (PD-HMM) strategy is easy to implement. The central theme of the paper is to show that if the duration statistics are computed, it could be utilized to implement a model-discriminant-HMM (MD-HMM) approach for better experimental results. The paper also describes a PD-HMM based HWR system where the duration statistics are not explicitly computed, but results are still comparable to VDHMM based HWR scheme
Keywords
feature extraction; handwriting recognition; handwritten character recognition; hidden Markov models; image segmentation; probability; duration statistics; handwriting recognition; handwritten word recognition system; model discriminant-HMM; path discriminant-HMM; variable duration hidden Markov model; Databases; Handwriting recognition; Helium; Hidden Markov models; Image segmentation; Statistics; Viterbi algorithm;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/34.730561
Filename
730561
Link To Document