Informatics Report Series
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Title:On-line Handwriting Recognition Based on Sub-stroke HMM |
Authors:
Mitsuru Nakai
; Shigeki Sagayama
; Hiroshi Shimodaira
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Date:Sep 2005 |
Publication Title:IEICE Trans. D-II |
Publication Type:Journal Article
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Volume No:J88-D-II(9
Page Nos:1825-1835
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- Abstract:
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A new method is proposed for on-line Kanji handwriting recognition. The method employs sub-stroke HMMs as minimum units to constitute Kanji characters and utilizes the direction of pen motion. The present approach has the following advantages over the conventional methods that employ character HMMs. 1) Much smaller memory requirement for dictionary and models. 2) Fast recognition by employing efficient sub-stroke network search. 3) Capability of recognizing characters not included in the training data if defined as a sequence of sub-strokes in the dictionary. In experiments, we have achieved a correct recognition rate of above 96% by using JAIST-IIPL database that includes 1,016 educational Kanji characters.
- Links To Paper
- This is a conference paper containing a subset of the journal paper written in Japanese
- This is a conference paper containing a subset of the journal paper written in Japanese
- Bibtex format
- @Article{EDI-INF-RR-0670,
- author = {
Mitsuru Nakai
and Shigeki Sagayama
and Hiroshi Shimodaira
},
- title = {On-line Handwriting Recognition Based on Sub-stroke HMM},
- journal = {IEICE Trans. D-II},
- year = 2005,
- month = {Sep},
- volume = {J88-D-II(9},
- pages = {1825-1835},
- url = {http://iipl.jaist.ac.jp/paper/Nakai2001ICDAR.pdf},
- }
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