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Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR'04)
Foreground and Background Information in an HMM-Based Method for Recognition of Isolated Characters and Numeral Strings
Kokubunji, Tokyo, Japan
October 26-October 29
ISBN: 0-7695-2187-8
| ASCII Text | x | ||
| Alceu de S. Britto Jr., Robert Sabourin, Flavio Bortolozzi, Ching Y. Suen, "Foreground and Background Information in an HMM-Based Method for Recognition of Isolated Characters and Numeral Strings," Ninth International Workshop on Frontiers in Handwriting Recognition, pp. 371-376, Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR'04), 2004. | |||
| BibTex | x | ||
| @article{ 10.1109/IWFHR.2004.43, author = {Alceu de S. Britto Jr. and Robert Sabourin and Flavio Bortolozzi and Ching Y. Suen}, title = {Foreground and Background Information in an HMM-Based Method for Recognition of Isolated Characters and Numeral Strings}, journal ={Ninth International Workshop on Frontiers in Handwriting Recognition}, volume = {0}, year = {2004}, issn = {1550-5235}, pages = {371-376}, doi = {http://doi.ieeecomputersociety.org/10.1109/IWFHR.2004.43}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, } | |||
| RefWorks Procite/RefMan/Endnote | x | ||
| TY - CONF JO - Ninth International Workshop on Frontiers in Handwriting Recognition TI - Foreground and Background Information in an HMM-Based Method for Recognition of Isolated Characters and Numeral Strings SN - 1550-5235 SP371 EP376 A1 - Alceu de S. Britto Jr., A1 - Robert Sabourin, A1 - Flavio Bortolozzi, A1 - Ching Y. Suen, PY - 2004 KW - null VL - 0 JA - Ninth International Workshop on Frontiers in Handwriting Recognition ER - | |||
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/IWFHR.2004.43
In this paper we combine complementary features based on foreground and background information in an HMM-based classifier to recognize handwritten isolated characters and numeral strings. A zoning scheme based on column and row models provides a way of dividing the character into zones without making the features size variant. This strategy allows us to avoid the character normalization, while it provides a way of having information from specific zones of the character. The experimental results on 10 digit classes, 52 character classes and 6 classes of numeral strings of different lengths have shown that the proposed features are highly discrimminant.
Citation:
Alceu de S. Britto Jr., Robert Sabourin, Flavio Bortolozzi, Ching Y. Suen, "Foreground and Background Information in an HMM-Based Method for Recognition of Isolated Characters and Numeral Strings," iwfhr, pp.371-376, Ninth International Workshop on Frontiers in Handwriting Recognition (IWFHR'04), 2004
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