Application of Fractal Theory for On-Line and Off-Line Farsi Digit Recognition
Identifieur interne : 000D64 ( Main/Exploration ); précédent : 000D63; suivant : 000D65Application of Fractal Theory for On-Line and Off-Line Farsi Digit Recognition
Auteurs : Saeed Mozaffari [Iran] ; Karim Faez [Iran] ; Volker M Rgner [Allemagne]Source :
- Lecture Notes in Computer Science [ 0302-9743 ] ; 2007.
Abstract
Abstract: Fractal theory has been used for computer graphics, image compression and different fields of pattern recognition. In this paper, a fractal based method for recognition of both on-line and off-line Farsi/ Arabic handwritten digits is proposed. Our main goal is to verify whether fractal theory is able to capture discriminatory information from digits for pattern recognition task. Digit classification problem (on-line and off-line) deals with patterns which do not have complex structure. So, a general purpose fractal coder, introduced for image compression, is simplified to be utilized for this application. In order to do that, during the coding process, contrast and luminosity information of each point in the input pattern are ignored. Therefore, this approach can deal with on-line data and binary images of handwritten Farsi digits. In fact, our system represents the shape of the input pattern by searching for a set of geometrical relationship between parts of it. Some fractal-based features are directly extracted by the fractal coder. We show that the resulting features have invariant properties which can be used for object recognition.
Url:
DOI: 10.1007/978-3-540-73499-4_65
Affiliations:
Links toward previous steps (curation, corpus...)
- to stream Istex, to step Corpus: 001633
- to stream Istex, to step Curation: 001540
- to stream Istex, to step Checkpoint: 000779
- to stream Main, to step Merge: 000D77
- to stream Main, to step Curation: 000D64
Le document en format XML
<record><TEI wicri:istexFullTextTei="biblStruct:series"><teiHeader><fileDesc><titleStmt><title xml:lang="en">Application of Fractal Theory for On-Line and Off-Line Farsi Digit Recognition</title>
<author><name sortKey="Mozaffari, Saeed" sort="Mozaffari, Saeed" uniqKey="Mozaffari S" first="Saeed" last="Mozaffari">Saeed Mozaffari</name>
</author>
<author><name sortKey="Faez, Karim" sort="Faez, Karim" uniqKey="Faez K" first="Karim" last="Faez">Karim Faez</name>
</author>
<author><name sortKey="M Rgner, Volker" sort="M Rgner, Volker" uniqKey="M Rgner V" first="Volker" last="M Rgner">Volker M Rgner</name>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">ISTEX</idno>
<idno type="RBID">ISTEX:B1B27DEEB7BFA726CB1968C5E5B0016405BA0B0F</idno>
<date when="2007" year="2007">2007</date>
<idno type="doi">10.1007/978-3-540-73499-4_65</idno>
<idno type="url">https://api.istex.fr/document/B1B27DEEB7BFA726CB1968C5E5B0016405BA0B0F/fulltext/pdf</idno>
<idno type="wicri:Area/Istex/Corpus">001633</idno>
<idno type="wicri:Area/Istex/Curation">001540</idno>
<idno type="wicri:Area/Istex/Checkpoint">000779</idno>
<idno type="wicri:doubleKey">0302-9743:2007:Mozaffari S:application:of:fractal</idno>
<idno type="wicri:Area/Main/Merge">000D77</idno>
<idno type="wicri:Area/Main/Curation">000D64</idno>
<idno type="wicri:Area/Main/Exploration">000D64</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title level="a" type="main" xml:lang="en">Application of Fractal Theory for On-Line and Off-Line Farsi Digit Recognition</title>
<author><name sortKey="Mozaffari, Saeed" sort="Mozaffari, Saeed" uniqKey="Mozaffari S" first="Saeed" last="Mozaffari">Saeed Mozaffari</name>
<affiliation wicri:level="1"><country xml:lang="fr">Iran</country>
<wicri:regionArea>Pattern Recognition and Image Processing Laboratory, Electrical Engineering Department, Amirkabir University of Technology, Tehran, 15914</wicri:regionArea>
<wicri:noRegion>15914</wicri:noRegion>
</affiliation>
<affiliation wicri:level="1"><country wicri:rule="url">Iran</country>
</affiliation>
</author>
<author><name sortKey="Faez, Karim" sort="Faez, Karim" uniqKey="Faez K" first="Karim" last="Faez">Karim Faez</name>
<affiliation wicri:level="1"><country xml:lang="fr">Iran</country>
<wicri:regionArea>Pattern Recognition and Image Processing Laboratory, Electrical Engineering Department, Amirkabir University of Technology, Tehran, 15914</wicri:regionArea>
<wicri:noRegion>15914</wicri:noRegion>
</affiliation>
<affiliation wicri:level="1"><country wicri:rule="url">Iran</country>
</affiliation>
</author>
<author><name sortKey="M Rgner, Volker" sort="M Rgner, Volker" uniqKey="M Rgner V" first="Volker" last="M Rgner">Volker M Rgner</name>
<affiliation wicri:level="1"><country xml:lang="fr">Allemagne</country>
<wicri:regionArea>Institute of Communications Technology (IfN), Technical University of Braunschweig, Braunschweig, 38092</wicri:regionArea>
<wicri:noRegion>38092</wicri:noRegion>
<wicri:noRegion>38092</wicri:noRegion>
</affiliation>
<affiliation wicri:level="1"><country wicri:rule="url">Allemagne</country>
</affiliation>
</author>
</analytic>
<monogr></monogr>
<series><title level="s">Lecture Notes in Computer Science</title>
<imprint><date>2007</date>
</imprint>
<idno type="ISSN">0302-9743</idno>
<idno type="eISSN">1611-3349</idno>
<idno type="ISSN">0302-9743</idno>
</series>
<idno type="istex">B1B27DEEB7BFA726CB1968C5E5B0016405BA0B0F</idno>
<idno type="DOI">10.1007/978-3-540-73499-4_65</idno>
<idno type="ChapterID">65</idno>
<idno type="ChapterID">Chap65</idno>
</biblStruct>
</sourceDesc>
<seriesStmt><idno type="ISSN">0302-9743</idno>
</seriesStmt>
</fileDesc>
<profileDesc><textClass></textClass>
<langUsage><language ident="en">en</language>
</langUsage>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en">Abstract: Fractal theory has been used for computer graphics, image compression and different fields of pattern recognition. In this paper, a fractal based method for recognition of both on-line and off-line Farsi/ Arabic handwritten digits is proposed. Our main goal is to verify whether fractal theory is able to capture discriminatory information from digits for pattern recognition task. Digit classification problem (on-line and off-line) deals with patterns which do not have complex structure. So, a general purpose fractal coder, introduced for image compression, is simplified to be utilized for this application. In order to do that, during the coding process, contrast and luminosity information of each point in the input pattern are ignored. Therefore, this approach can deal with on-line data and binary images of handwritten Farsi digits. In fact, our system represents the shape of the input pattern by searching for a set of geometrical relationship between parts of it. Some fractal-based features are directly extracted by the fractal coder. We show that the resulting features have invariant properties which can be used for object recognition.</div>
</front>
</TEI>
<affiliations><list><country><li>Allemagne</li>
<li>Iran</li>
</country>
</list>
<tree><country name="Iran"><noRegion><name sortKey="Mozaffari, Saeed" sort="Mozaffari, Saeed" uniqKey="Mozaffari S" first="Saeed" last="Mozaffari">Saeed Mozaffari</name>
</noRegion>
<name sortKey="Faez, Karim" sort="Faez, Karim" uniqKey="Faez K" first="Karim" last="Faez">Karim Faez</name>
<name sortKey="Faez, Karim" sort="Faez, Karim" uniqKey="Faez K" first="Karim" last="Faez">Karim Faez</name>
<name sortKey="Mozaffari, Saeed" sort="Mozaffari, Saeed" uniqKey="Mozaffari S" first="Saeed" last="Mozaffari">Saeed Mozaffari</name>
</country>
<country name="Allemagne"><noRegion><name sortKey="M Rgner, Volker" sort="M Rgner, Volker" uniqKey="M Rgner V" first="Volker" last="M Rgner">Volker M Rgner</name>
</noRegion>
<name sortKey="M Rgner, Volker" sort="M Rgner, Volker" uniqKey="M Rgner V" first="Volker" last="M Rgner">Volker M Rgner</name>
</country>
</tree>
</affiliations>
</record>
Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Ticri/CIDE/explor/OcrV1/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000D64 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000D64 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien |wiki= Ticri/CIDE |area= OcrV1 |flux= Main |étape= Exploration |type= RBID |clé= ISTEX:B1B27DEEB7BFA726CB1968C5E5B0016405BA0B0F |texte= Application of Fractal Theory for On-Line and Off-Line Farsi Digit Recognition }}
This area was generated with Dilib version V0.6.32. |