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Author
Jose Antonio Rodriguez; Florent Perronnin; Gemma Sanchez; Josep Llados
Title
Unsupervised writer adaptation of whole-word HMMs with application to word-spotting
Type
Journal Article
Year
2010
Publication
Pattern Recognition Letters
Abbreviated Journal
PRL
Volume
31
Issue
8
Pages
742–749
Keywords
Word-spotting; Handwriting recognition; Writer adaptation; Hidden Markov model; Document analysis
Abstract
In this paper we propose a novel approach for writer adaptation in a handwritten word-spotting task. The method exploits the fact that the semi-continuous hidden Markov model separates the word model parameters into (i) a codebook of shapes and (ii) a set of word-specific parameters.
Our main contribution is to employ this property to derive writer-specific word models by statistically adapting an initial universal codebook to each document. This process is unsupervised and does not even require the appearance of the keyword(s) in the searched document. Experimental results show an increase in performance when this adaptation technique is applied. To the best of our knowledge, this is the first work dealing with adaptation for word-spotting. The preliminary version of this paper obtained an IBM Best Student Paper Award at the 19th International Conference on Pattern Recognition.
Address
Corporate Author
Thesis
Publisher
Elsevier
Place of Publication
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Summary Language
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Series Issue
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ISSN
ISBN
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Notes
DAG
Approved
no
Call Number
DAG @ dag @ RPS2010
Serial
1290
Permanent link to this record
Author
Jose Antonio Rodriguez; Gemma Sanchez; Josep Llados
Title
Automatic Interpretation of Proofreading Sketches
Type
Miscellaneous
Year
2006
Publication
3rd Eurographics Workshop on Sketch Based Interfaces and Modeling (SBIM´06), 35–42
Abbreviated Journal
Volume
Issue
Pages
Keywords
Abstract
Address
Vienna (Austria)
Corporate Author
Thesis
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Summary Language
Original Title
Series Editor
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Edition
ISSN
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Notes
DAG
Approved
no
Call Number
DAG @ dag @ RSL2006a
Serial
716
Permanent link to this record
Author
Jose Antonio Rodriguez; Gemma Sanchez; Josep Llados
Title
Rejection strategies involving classifier combination for handwriting recognition
Type
Book Chapter
Year
2007
Publication
3rd Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA 2007), J. Marti et al. (Eds.) LNCS 4478:97–104
Abbreviated Journal
Volume
Issue
Pages
Keywords
Abstract
Address
Girona (Spain)
Corporate Author
Thesis
Publisher
Place of Publication
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Language
Summary Language
Original Title
Series Editor
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Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
DAG
Approved
no
Call Number
DAG @ dag @ RSL2007a
Serial
777
Permanent link to this record
Author
Jose Antonio Rodriguez; Gemma Sanchez; Josep Llados
Title
A Pen-based Interface for Real-time Document Edition
Type
Conference Article
Year
2007
Publication
9th International Conference on Document Analysis and Recognition.
Abbreviated Journal
Volume
2
Issue
Pages
939–944
Keywords
Abstract
Address
Curitiba (Brazil)
Corporate Author
Thesis
Publisher
Place of Publication
Editor
Language
Summary Language
Original Title
Series Editor
Series Title
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Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
ICDAR
Notes
DAG
Approved
no
Call Number
DAG @ dag @ RSL2007b
Serial
883
Permanent link to this record
Author
Jose Antonio Rodriguez; Gemma Sanchez; Josep Llados
Title
Categorization of Digital Ink Elements using Spectral Features
Type
Conference Article
Year
2007
Publication
Seventh IAPR International Workshop on Graphics Recognition
Abbreviated Journal
Volume
Issue
Pages
63–64
Keywords
Abstract
Address
Curitiba (Brazil)
Corporate Author
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Summary Language
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ISBN
Medium
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Conference
GREC
Notes
DAG
Approved
no
Call Number
DAG @ dag @ RSL2007c
Serial
888
Permanent link to this record
Author
Jose Antonio Rodriguez; Gemma Sanchez; Josep Llados
Title
Categorization of Digital Ink Elements using Spectral Features
Type
Book Chapter
Year
2008
Publication
Graphics Recognition: Recent Advances and New Opportunities
Abbreviated Journal
Volume
5046
Issue
Pages
188–198
Keywords
Abstract
Address
Corporate Author
Thesis
Publisher
Springer–Verlag
Place of Publication
Editor
W. Liu, J. Llados, J.M. Ogier
Language
Summary Language
Original Title
Series Editor
Series Title
Abbreviated Series Title
LNCS
Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
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Notes
DAG
Approved
no
Call Number
DAG @ dag @ RSL2008
Serial
1099
Permanent link to this record
Author
Oriol Ramos Terrades; Salvatore Tabbone; Ernest Valveny
Title
Combination of shape descriptors using an adaptation of boosting
Type
Miscellaneous
Year
2006
Publication
18th International Conference on Pattern Recognition (ICPR´06), 2: 764–767
Abbreviated Journal
Volume
Issue
Pages
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Abstract
Address
Hong Kong
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Notes
DAG
Approved
no
Call Number
DAG @ dag @ RTV2006
Serial
718
Permanent link to this record
Author
Oriol Ramos Terrades; Salvatore Tabbone; Ernest Valveny
Title
Optimal Linear Combination for Two-class Classifiers
Type
Conference Article
Year
2007
Publication
Proceedings of the International Conference on Advances in Pattern Recognition
Abbreviated Journal
Volume
Issue
Pages
Keywords
Abstract
Address
Kolkata (India)
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ICAPR
Notes
DAG
Approved
no
Call Number
DAG @ dag @ RTV2007a
Serial
894
Permanent link to this record
Author
Oriol Ramos Terrades; Salvatore Tabbone; Ernest Valveny
Title
A Review of Shape Descriptors for Document Analysis
Type
Conference Article
Year
2007
Publication
9th International Conference on Document Analysis and Recognition
Abbreviated Journal
Volume
1
Issue
Pages
227–231
Keywords
Abstract
Address
Curitiba (Brazil)
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Summary Language
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ISBN
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ICDAR
Notes
DAG
Approved
no
Call Number
DAG @ dag @ RTV2007b
Serial
884
Permanent link to this record
Author
Oriol Ramos Terrades; Salvatore Tabbone; L. Wendling; Ernest Valveny
Title
Symbol Recognition based on a Multiresolution Analysis of the Radon Transform
Type
Miscellaneous
Year
2004
Publication
The International Workshop on Multidisciplinary Image, Video, and Audio Retrieval and Mining
Abbreviated Journal
Volume
Issue
Pages
Keywords
Abstract
Address
Sherbrooke (Canada)
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Thesis
Publisher
Place of Publication
Editor
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Summary Language
Original Title
Series Editor
Series Title
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Series Volume
Series Issue
Edition
ISSN
ISBN
Medium
Area
Expedition
Conference
Notes
DAG
Approved
no
Call Number
DAG @ dag @ RTW2004
Serial
500
Permanent link to this record
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