Serveur d'exploration sur la recherche en informatique en Lorraine

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.

Self-organizing Maps and Ancient Documents

Identifieur interne : 006B32 ( Main/Exploration ); précédent : 006B31; suivant : 006B33

Self-organizing Maps and Ancient Documents

Auteurs : Eddie Smigiel [France] ; Abdel Belaïd [France] ; Hatem Hamza [France]

Source :

RBID : ISTEX:029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D

Descripteurs français

English descriptors

Abstract

Abstract: This paper presents how Self-Organizing Maps and especially Kohonen maps can be applied to digital images of ancient collections in the perspective of valorization and diffusion. As an illustration, a scheme of transparency reduction of the digitized Gutenberg Bible is presented. In this two steps method, the Kohonen map is trained to generate a set of test vectors that will train in a supervised manner a classical feed-forward network. The testing step consists then in classifying each pixel into one class out of four by feeding directly the feed forward network. The pixels belonging to the transparency class are then removed.

Url:
DOI: 10.1007/978-3-540-28640-0_12


Affiliations:


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


Le document en format XML

<record>
<TEI wicri:istexFullTextTei="biblStruct">
<teiHeader>
<fileDesc>
<titleStmt>
<title xml:lang="en">Self-organizing Maps and Ancient Documents</title>
<author>
<name sortKey="Smigiel, Eddie" sort="Smigiel, Eddie" uniqKey="Smigiel E" first="Eddie" last="Smigiel">Eddie Smigiel</name>
</author>
<author>
<name sortKey="Belaid, Abdel" sort="Belaid, Abdel" uniqKey="Belaid A" first="Abdel" last="Belaid">Abdel Belaïd</name>
<affiliation>
<country>France</country>
<placeName>
<settlement type="city">Nancy</settlement>
<region type="region" nuts="2">Grand Est</region>
<region type="region" nuts="2">Lorraine (région)</region>
</placeName>
<orgName type="laboratoire" n="5">Laboratoire lorrain de recherche en informatique et ses applications</orgName>
<orgName type="university">Université de Lorraine</orgName>
<orgName type="institution">Centre national de la recherche scientifique</orgName>
<orgName type="institution">Institut national de recherche en informatique et en automatique</orgName>
</affiliation>
</author>
<author>
<name sortKey="Hamza, Hatem" sort="Hamza, Hatem" uniqKey="Hamza H" first="Hatem" last="Hamza">Hatem Hamza</name>
</author>
</titleStmt>
<publicationStmt>
<idno type="wicri:source">ISTEX</idno>
<idno type="RBID">ISTEX:029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D</idno>
<date when="2004" year="2004">2004</date>
<idno type="doi">10.1007/978-3-540-28640-0_12</idno>
<idno type="url">https://api.istex.fr/ark:/67375/HCB-Z1XWL6JJ-6/fulltext.pdf</idno>
<idno type="wicri:Area/Istex/Corpus">000054</idno>
<idno type="wicri:explorRef" wicri:stream="Istex" wicri:step="Corpus" wicri:corpus="ISTEX">000054</idno>
<idno type="wicri:Area/Istex/Curation">000054</idno>
<idno type="wicri:Area/Istex/Checkpoint">001741</idno>
<idno type="wicri:explorRef" wicri:stream="Istex" wicri:step="Checkpoint">001741</idno>
<idno type="wicri:doubleKey">0302-9743:2004:Smigiel E:self:organizing:maps</idno>
<idno type="wicri:Area/Main/Merge">006E36</idno>
<idno type="wicri:source">INIST</idno>
<idno type="RBID">Pascal:04-0534962</idno>
<idno type="wicri:Area/PascalFrancis/Corpus">000622</idno>
<idno type="wicri:Area/PascalFrancis/Curation">000419</idno>
<idno type="wicri:Area/PascalFrancis/Checkpoint">000570</idno>
<idno type="wicri:explorRef" wicri:stream="PascalFrancis" wicri:step="Checkpoint">000570</idno>
<idno type="wicri:doubleKey">0302-9743:2004:Smigiel E:self:organizing:maps</idno>
<idno type="wicri:Area/Main/Merge">007005</idno>
<idno type="wicri:Area/Main/Curation">006B32</idno>
<idno type="wicri:Area/Main/Exploration">006B32</idno>
</publicationStmt>
<sourceDesc>
<biblStruct>
<analytic>
<title level="a" type="main" xml:lang="en">Self-organizing Maps and Ancient Documents</title>
<author>
<name sortKey="Smigiel, Eddie" sort="Smigiel, Eddie" uniqKey="Smigiel E" first="Eddie" last="Smigiel">Eddie Smigiel</name>
<affiliation></affiliation>
<affiliation wicri:level="1">
<country wicri:rule="url">France</country>
</affiliation>
</author>
<author>
<name sortKey="Belaid, Abdel" sort="Belaid, Abdel" uniqKey="Belaid A" first="Abdel" last="Belaid">Abdel Belaïd</name>
<affiliation wicri:level="4">
<orgName type="university">Université Nancy 2</orgName>
<country>France</country>
<placeName>
<settlement type="city">Nancy</settlement>
<region type="region" nuts="2">Grand Est</region>
<region type="old region" nuts="2">Lorraine (région)</region>
</placeName>
<placeName>
<settlement type="city">Nancy</settlement>
<region type="region" nuts="2">Grand Est</region>
<region type="region" nuts="2">Lorraine (région)</region>
</placeName>
<orgName type="laboratoire" n="5">Laboratoire lorrain de recherche en informatique et ses applications</orgName>
<orgName type="university">Université de Lorraine</orgName>
<orgName type="institution">Centre national de la recherche scientifique</orgName>
<orgName type="institution">Institut national de recherche en informatique et en automatique</orgName>
</affiliation>
<affiliation wicri:level="1">
<country wicri:rule="url">France</country>
<placeName>
<settlement type="city">Nancy</settlement>
<region type="region" nuts="2">Grand Est</region>
<region type="region" nuts="2">Lorraine (région)</region>
</placeName>
<orgName type="laboratoire" n="5">Laboratoire lorrain de recherche en informatique et ses applications</orgName>
<orgName type="university">Université de Lorraine</orgName>
<orgName type="institution">Centre national de la recherche scientifique</orgName>
<orgName type="institution">Institut national de recherche en informatique et en automatique</orgName>
</affiliation>
</author>
<author>
<name sortKey="Hamza, Hatem" sort="Hamza, Hatem" uniqKey="Hamza H" first="Hatem" last="Hamza">Hatem Hamza</name>
<affiliation></affiliation>
<affiliation wicri:level="1">
<country wicri:rule="url">France</country>
</affiliation>
</author>
</analytic>
<monogr></monogr>
<series>
<title level="s" type="main" xml:lang="en">Lecture Notes in Computer Science</title>
<idno type="ISSN">0302-9743</idno>
<idno type="eISSN">1611-3349</idno>
<idno type="ISSN">0302-9743</idno>
</series>
</biblStruct>
</sourceDesc>
<seriesStmt>
<idno type="ISSN">0302-9743</idno>
</seriesStmt>
</fileDesc>
<profileDesc>
<textClass>
<keywords scheme="KwdEn" xml:lang="en">
<term>Data analysis</term>
<term>Digital image</term>
<term>Document structure</term>
<term>Feedforward</term>
<term>Image databank</term>
<term>Kohonen algorithm</term>
<term>Self organization</term>
<term>Transparency</term>
</keywords>
<keywords scheme="Pascal" xml:lang="fr">
<term>Algorithme Kohonen</term>
<term>Analyse donnée</term>
<term>Autoorganisation</term>
<term>Banque image</term>
<term>Boucle anticipation</term>
<term>Image numérique</term>
<term>Structure document</term>
<term>Transparence</term>
</keywords>
</textClass>
</profileDesc>
</teiHeader>
<front>
<div type="abstract" xml:lang="en">Abstract: This paper presents how Self-Organizing Maps and especially Kohonen maps can be applied to digital images of ancient collections in the perspective of valorization and diffusion. As an illustration, a scheme of transparency reduction of the digitized Gutenberg Bible is presented. In this two steps method, the Kohonen map is trained to generate a set of test vectors that will train in a supervised manner a classical feed-forward network. The testing step consists then in classifying each pixel into one class out of four by feeding directly the feed forward network. The pixels belonging to the transparency class are then removed.</div>
</front>
</TEI>
<affiliations>
<list>
<country>
<li>France</li>
</country>
<region>
<li>Grand Est</li>
<li>Lorraine (région)</li>
</region>
<settlement>
<li>Nancy</li>
</settlement>
<orgName>
<li>Centre national de la recherche scientifique</li>
<li>Institut national de recherche en informatique et en automatique</li>
<li>Laboratoire lorrain de recherche en informatique et ses applications</li>
<li>Université Nancy 2</li>
<li>Université de Lorraine</li>
</orgName>
</list>
<tree>
<country name="France">
<noRegion>
<name sortKey="Smigiel, Eddie" sort="Smigiel, Eddie" uniqKey="Smigiel E" first="Eddie" last="Smigiel">Eddie Smigiel</name>
</noRegion>
<name sortKey="Belaid, Abdel" sort="Belaid, Abdel" uniqKey="Belaid A" first="Abdel" last="Belaid">Abdel Belaïd</name>
<name sortKey="Belaid, Abdel" sort="Belaid, Abdel" uniqKey="Belaid A" first="Abdel" last="Belaid">Abdel Belaïd</name>
<name sortKey="Hamza, Hatem" sort="Hamza, Hatem" uniqKey="Hamza H" first="Hatem" last="Hamza">Hatem Hamza</name>
</country>
</tree>
</affiliations>
</record>

Pour manipuler ce document sous Unix (Dilib)

EXPLOR_STEP=$WICRI_ROOT/Wicri/Lorraine/explor/InforLorV4/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 006B32 | SxmlIndent | more

Ou

HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 006B32 | SxmlIndent | more

Pour mettre un lien sur cette page dans le réseau Wicri

{{Explor lien
   |wiki=    Wicri/Lorraine
   |area=    InforLorV4
   |flux=    Main
   |étape=   Exploration
   |type=    RBID
   |clé=     ISTEX:029BE40ABD4CEF6CCB066A23E720B70CCA4BAA5D
   |texte=   Self-organizing Maps and Ancient Documents
}}

Wicri

This area was generated with Dilib version V0.6.33.
Data generation: Mon Jun 10 21:56:28 2019. Site generation: Fri Feb 25 15:29:27 2022