Serveur d'exploration sur l'OCR

Attention, ce site est en cours de développement !
Attention, site généré par des moyens informatiques à partir de corpus bruts.
Les informations ne sont donc pas validées.

Modular ART based neural network for OCR problems

Identifieur interne : 002880 ( Main/Exploration ); précédent : 002879; suivant : 002881

Modular ART based neural network for OCR problems

Auteurs : P. Podgornik [Slovénie] ; A. Dobnikar [Slovénie]

Source :

RBID : Pascal:97-0142006

Descripteurs français

English descriptors

Abstract

Modular ART neural network (MART) is introduced in order to increase the probability of correct Optical Character Recognition. Both layers and the Reset module are modified. A new learning algorithm combined with Adaptive LVQ is introduced, in order to increase recognition reliability. 3 different fonts were used in exhaustive testing, with MLP and FLVQ methods used as references.


Affiliations:


Links toward previous steps (curation, corpus...)


Le document en format XML

<record>
<TEI>
<teiHeader>
<fileDesc>
<titleStmt>
<title xml:lang="en" level="a">Modular ART based neural network for OCR problems</title>
<author>
<name sortKey="Podgornik, P" sort="Podgornik, P" uniqKey="Podgornik P" first="P." last="Podgornik">P. Podgornik</name>
<affiliation wicri:level="1">
<inist:fA14 i1="01">
<s1>Faculty of Computer and Information Science, Tržaška 25</s1>
<s2>1000 Ljubljana</s2>
<s3>SVN</s3>
<sZ>1 aut.</sZ>
<sZ>2 aut.</sZ>
</inist:fA14>
<country>Slovénie</country>
<wicri:noRegion>1000 Ljubljana</wicri:noRegion>
</affiliation>
</author>
<author>
<name sortKey="Dobnikar, A" sort="Dobnikar, A" uniqKey="Dobnikar A" first="A." last="Dobnikar">A. Dobnikar</name>
<affiliation wicri:level="1">
<inist:fA14 i1="01">
<s1>Faculty of Computer and Information Science, Tržaška 25</s1>
<s2>1000 Ljubljana</s2>
<s3>SVN</s3>
<sZ>1 aut.</sZ>
<sZ>2 aut.</sZ>
</inist:fA14>
<country>Slovénie</country>
<wicri:noRegion>1000 Ljubljana</wicri:noRegion>
</affiliation>
</author>
</titleStmt>
<publicationStmt>
<idno type="wicri:source">INIST</idno>
<idno type="inist">97-0142006</idno>
<date when="1996">1996</date>
<idno type="stanalyst">PASCAL 97-0142006 INIST</idno>
<idno type="RBID">Pascal:97-0142006</idno>
<idno type="wicri:Area/PascalFrancis/Corpus">000952</idno>
<idno type="wicri:Area/PascalFrancis/Curation">000A47</idno>
<idno type="wicri:Area/PascalFrancis/Checkpoint">000941</idno>
<idno type="wicri:Area/Main/Merge">002A28</idno>
<idno type="wicri:Area/Main/Curation">002880</idno>
<idno type="wicri:Area/Main/Exploration">002880</idno>
</publicationStmt>
<sourceDesc>
<biblStruct>
<analytic>
<title xml:lang="en" level="a">Modular ART based neural network for OCR problems</title>
<author>
<name sortKey="Podgornik, P" sort="Podgornik, P" uniqKey="Podgornik P" first="P." last="Podgornik">P. Podgornik</name>
<affiliation wicri:level="1">
<inist:fA14 i1="01">
<s1>Faculty of Computer and Information Science, Tržaška 25</s1>
<s2>1000 Ljubljana</s2>
<s3>SVN</s3>
<sZ>1 aut.</sZ>
<sZ>2 aut.</sZ>
</inist:fA14>
<country>Slovénie</country>
<wicri:noRegion>1000 Ljubljana</wicri:noRegion>
</affiliation>
</author>
<author>
<name sortKey="Dobnikar, A" sort="Dobnikar, A" uniqKey="Dobnikar A" first="A." last="Dobnikar">A. Dobnikar</name>
<affiliation wicri:level="1">
<inist:fA14 i1="01">
<s1>Faculty of Computer and Information Science, Tržaška 25</s1>
<s2>1000 Ljubljana</s2>
<s3>SVN</s3>
<sZ>1 aut.</sZ>
<sZ>2 aut.</sZ>
</inist:fA14>
<country>Slovénie</country>
<wicri:noRegion>1000 Ljubljana</wicri:noRegion>
</affiliation>
</author>
</analytic>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc>
<textClass>
<keywords scheme="KwdEn" xml:lang="en">
<term>Adaptive resonance theory</term>
<term>Learning algorithm</term>
<term>Neural network</term>
<term>Optical character recognition</term>
<term>Pattern recognition</term>
</keywords>
<keywords scheme="Pascal" xml:lang="fr">
<term>Reconnaissance forme</term>
<term>Reconnaissance optique caractère</term>
<term>Réseau neuronal</term>
<term>Algorithme apprentissage</term>
<term>Théorie résonance adaptative</term>
</keywords>
</textClass>
</profileDesc>
</teiHeader>
<front>
<div type="abstract" xml:lang="en">Modular ART neural network (MART) is introduced in order to increase the probability of correct Optical Character Recognition. Both layers and the Reset module are modified. A new learning algorithm combined with Adaptive LVQ is introduced, in order to increase recognition reliability. 3 different fonts were used in exhaustive testing, with MLP and FLVQ methods used as references.</div>
</front>
</TEI>
<affiliations>
<list>
<country>
<li>Slovénie</li>
</country>
</list>
<tree>
<country name="Slovénie">
<noRegion>
<name sortKey="Podgornik, P" sort="Podgornik, P" uniqKey="Podgornik P" first="P." last="Podgornik">P. Podgornik</name>
</noRegion>
<name sortKey="Dobnikar, A" sort="Dobnikar, A" uniqKey="Dobnikar A" first="A." last="Dobnikar">A. Dobnikar</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 002880 | SxmlIndent | more

Ou

HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 002880 | 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=     Pascal:97-0142006
   |texte=   Modular ART based neural network for OCR problems
}}

Wicri

This area was generated with Dilib version V0.6.32.
Data generation: Sat Nov 11 16:53:45 2017. Site generation: Mon Mar 11 23:15:16 2024