Self-Organizing Maps and ancient documents
Identifieur interne :
000622 ( PascalFrancis/Corpus );
précédent :
000621;
suivant :
000623
Self-Organizing Maps and ancient documents
Auteurs : Eddie Smigiel ;
Abdel Belaid ;
Hatem HamzaSource :
-
Lecture notes in computer science [ 0302-9743 ] ; 2004.
RBID : Pascal:04-0534962
Descripteurs français
English descriptors
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.
Notice en format standard (ISO 2709)
Pour connaître la documentation sur le format Inist Standard.
| pA |
| A01 | 01 | 1 | | @0 0302-9743 |
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| A05 | | | | @2 3163 |
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| A08 | 01 | 1 | ENG | @1 Self-Organizing Maps and ancient documents |
|---|
| A09 | 01 | 1 | ENG | @1 DAS 2004 : document analysis systems VI : Florence, 8-10 September 2004 |
|---|
| A11 | 01 | 1 | | @1 SMIGIEL (Eddie) |
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| A11 | 02 | 1 | | @1 BELAID (Abdel) |
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| A11 | 03 | 1 | | @1 HAMZA (Hatem) |
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| A12 | 01 | 1 | | @1 MARINAI (Simone) @9 ed. |
|---|
| A12 | 02 | 1 | | @1 DENGEL (Andreas) @9 ed. |
|---|
| A14 | 01 | | | @1 LICIA-INSA de Strasbourg, 24, Bd de la Victoire @2 67084 Strasbourg @3 FRA @Z 1 aut. |
|---|
| A14 | 02 | | | @1 LORIA, Université Nancy 2, Campus Scientifique - BP 239 @2 54506 Vandoeuvre-lès-Nancy @3 FRA @Z 2 aut. |
|---|
| A14 | 03 | | | @1 LORIA, CPE Lyon, Domaine scientifique de la Doua.Bat 3083, bd du 11 Novembre 1918, BP 2077 @2 69616 Villeurbane @3 FRA @Z 3 aut. |
|---|
| A20 | | | | @1 125-134 |
|---|
| A21 | | | | @1 2004 |
|---|
| A23 | 01 | | | @0 ENG |
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| A26 | 01 | | | @0 3-540-23060-2 |
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| A43 | 01 | | | @1 INIST @2 16343 @5 354000124343050120 |
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| A44 | | | | @0 0000 @1 © 2004 INIST-CNRS. All rights reserved. |
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| A45 | | | | @0 19 ref. |
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| A60 | | | | @1 P @2 C |
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| A61 | | | | @0 A |
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| A64 | 01 | 1 | | @0 Lecture notes in computer science |
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| A66 | 01 | | | @0 DEU |
|---|
| C01 | 01 | | ENG | @0 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. |
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| C02 | 01 | X | | @0 001D02B07B |
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| C03 | 01 | X | FRE | @0 Structure document @5 01 |
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| C03 | 01 | X | ENG | @0 Document structure @5 01 |
|---|
| C03 | 01 | X | SPA | @0 Estructura documental @5 01 |
|---|
| C03 | 02 | X | FRE | @0 Analyse donnée @5 02 |
|---|
| C03 | 02 | X | ENG | @0 Data analysis @5 02 |
|---|
| C03 | 02 | X | SPA | @0 Análisis datos @5 02 |
|---|
| C03 | 03 | X | FRE | @0 Autoorganisation @5 06 |
|---|
| C03 | 03 | X | ENG | @0 Self organization @5 06 |
|---|
| C03 | 03 | X | SPA | @0 Autoorganización @5 06 |
|---|
| C03 | 04 | X | FRE | @0 Image numérique @5 07 |
|---|
| C03 | 04 | X | ENG | @0 Digital image @5 07 |
|---|
| C03 | 04 | X | SPA | @0 Imagen numérica @5 07 |
|---|
| C03 | 05 | X | FRE | @0 Banque image @5 08 |
|---|
| C03 | 05 | X | ENG | @0 Image databank @5 08 |
|---|
| C03 | 05 | X | SPA | @0 Banco imagen @5 08 |
|---|
| C03 | 06 | X | FRE | @0 Boucle anticipation @5 09 |
|---|
| C03 | 06 | X | ENG | @0 Feedforward @5 09 |
|---|
| C03 | 06 | X | SPA | @0 Ciclo anticipación @5 09 |
|---|
| C03 | 07 | X | FRE | @0 Transparence @5 18 |
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| C03 | 07 | X | ENG | @0 Transparency @5 18 |
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| C03 | 07 | X | SPA | @0 Transparencia @5 18 |
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| C03 | 08 | X | FRE | @0 Algorithme Kohonen @4 CD @5 96 |
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| C03 | 08 | X | ENG | @0 Kohonen algorithm @4 CD @5 96 |
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| C03 | 08 | X | SPA | @0 Algoritmo Kohonen @4 CD @5 96 |
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| N44 | 01 | | | @1 OTO |
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| N82 | | | | @1 OTO |
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|
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| pR |
| A30 | 01 | 1 | ENG | @1 International workshop on document analysis systems @2 6 @3 Florence ITA @4 2004-09-08 |
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|
|---|
Format Inist (serveur)
| NO : | PASCAL 04-0534962 INIST |
|---|
| ET : | Self-Organizing Maps and ancient documents |
|---|
| AU : | SMIGIEL (Eddie); BELAID (Abdel); HAMZA (Hatem); MARINAI (Simone); DENGEL (Andreas) |
|---|
| AF : | LICIA-INSA de Strasbourg, 24, Bd de la Victoire/67084 Strasbourg/France (1 aut.); LORIA, Université Nancy 2, Campus Scientifique - BP 239/54506 Vandoeuvre-lès-Nancy/France (2 aut.); LORIA, CPE Lyon, Domaine scientifique de la Doua.Bat 3083, bd du 11 Novembre 1918, BP 2077/69616 Villeurbane/France (3 aut.) |
|---|
| DT : | Publication en série; Congrès; Niveau analytique |
|---|
| SO : | Lecture notes in computer science; ISSN 0302-9743; Allemagne; Da. 2004; Vol. 3163; Pp. 125-134; Bibl. 19 ref. |
|---|
| LA : | Anglais |
|---|
| EA : | 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. |
|---|
| CC : | 001D02B07B |
|---|
| FD : | Structure document; Analyse donnée; Autoorganisation; Image numérique; Banque image; Boucle anticipation; Transparence; Algorithme Kohonen |
|---|
| ED : | Document structure; Data analysis; Self organization; Digital image; Image databank; Feedforward; Transparency; Kohonen algorithm |
|---|
| SD : | Estructura documental; Análisis datos; Autoorganización; Imagen numérica; Banco imagen; Ciclo anticipación; Transparencia; Algoritmo Kohonen |
|---|
| LO : | INIST-16343.354000124343050120 |
|---|
| ID : | 04-0534962 |
|---|
Links to Exploration step
Pascal:04-0534962
Le document en format XML
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<AU>SMIGIEL (Eddie); BELAID (Abdel); HAMZA (Hatem); MARINAI (Simone); DENGEL (Andreas)</AU>
<AF>LICIA-INSA de Strasbourg, 24, Bd de la Victoire/67084 Strasbourg/France (1 aut.); LORIA, Université Nancy 2, Campus Scientifique - BP 239/54506 Vandoeuvre-lès-Nancy/France (2 aut.); LORIA, CPE Lyon, Domaine scientifique de la Doua.Bat 3083, bd du 11 Novembre 1918, BP 2077/69616 Villeurbane/France (3 aut.)</AF>
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<LA>Anglais</LA>
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