Apprentissage numérique pour la recherche d'informations en imagerie médicale : Modélisation des filtres de Gabor
Identifieur interne : 000F51 ( Main/Merge ); précédent : 000F50; suivant : 000F52Apprentissage numérique pour la recherche d'informations en imagerie médicale : Modélisation des filtres de Gabor
Auteurs : Noureddine Bourkache [Algérie] ; Sahbi Sidhom [France] ; Mourad Laghrouche [Algérie]Source :
English descriptors
- mix :
Abstract
We propose in this paper , a method of indexing and searching images by exploiting the digital image content . Our method is based on the representation of digital image content by a specific vector to index image characteristics. This vector will be called : digital signature of the image. To do this, we exploited the texture of the image using Gabor wavelets . In this work , each image of the training set is represented by its indexed and characteristics ( texture ) . This representation takes place offline , is characterized by the backing , in a database , all the signatures of indexed images . This allows us, online, to search digital similarity to a query picture. This same query image is indexed online with the same algorithm used offline . To evaluate the performance we tested our application on a learning image database containing 320 mammograms. The results show that the representation of the digital image content is important in information retrieval imaging .
Url:
Links toward previous steps (curation, corpus...)
- to stream Hal, to step Corpus: 005686
- to stream Hal, to step Curation: 005686
- to stream Hal, to step Checkpoint: 000E42
Links to Exploration step
Hal:hal-00927280Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="fr">Apprentissage numérique pour la recherche d'informations en imagerie médicale : Modélisation des filtres de Gabor</title>
<author><name sortKey="Bourkache, Noureddine" sort="Bourkache, Noureddine" uniqKey="Bourkache N" first="Noureddine" last="Bourkache">Noureddine Bourkache</name>
<affiliation wicri:level="1"><hal:affiliation type="researchteam" xml:id="struct-397298" status="INCOMING"><orgName>Laboratoire Lampa</orgName>
<desc><address><country key="DZ"></country>
</address>
</desc>
<listRelation><relation active="#struct-253079" type="direct"></relation>
<relation active="#struct-252490" type="indirect"></relation>
</listRelation>
<tutelles><tutelle active="#struct-253079" type="direct"><org type="laboratory" xml:id="struct-253079" status="VALID"><orgName>Laboratoire d'Analyse & Modélisation des Phénomènes Aléatoires [Tizi-Ouzou]</orgName>
<orgName type="acronym">LAMPA</orgName>
<desc><address><addrLine>B.P.17 RP, 15000 Tizi-Ouzou</addrLine>
<country key="DZ"></country>
</address>
<ref type="url">http://www.ummto.dz/spip.php?rubrique474</ref>
</desc>
<listRelation><relation active="#struct-252490" type="direct"></relation>
</listRelation>
</org>
</tutelle>
<tutelle active="#struct-252490" type="indirect"><org type="institution" xml:id="struct-252490" status="VALID"><orgName>Université Mouloud Mammeri de Tizi Ouzou [Tizi Ouzou]</orgName>
<orgName type="acronym">UMMTO</orgName>
<desc><address><addrLine>15000 Tizi-Ouzou, Algérie</addrLine>
<country key="DZ"></country>
</address>
<ref type="url">http://www.ummto.dz/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>Algérie</country>
</affiliation>
</author>
<author><name sortKey="Sidhom, Sahbi" sort="Sidhom, Sahbi" uniqKey="Sidhom S" first="Sahbi" last="Sidhom">Sahbi Sidhom</name>
<affiliation wicri:level="1"><hal:affiliation type="researchteam" xml:id="struct-206039" status="VALID"><orgName>Knowledge Information and Web Intelligence</orgName>
<orgName type="acronym">KIWI</orgName>
<desc><address><country key="FR"></country>
</address>
<ref type="url">http://www.loria.fr/la-recherche/equipes/kiwi</ref>
</desc>
<listRelation><relation active="#struct-423090" type="direct"></relation>
<relation active="#struct-206040" type="indirect"></relation>
<relation active="#struct-300009" type="indirect"></relation>
<relation active="#struct-413289" type="indirect"></relation>
<relation name="UMR7503" active="#struct-441569" type="indirect"></relation>
</listRelation>
<tutelles><tutelle active="#struct-423090" type="direct"><org type="department" xml:id="struct-423090" status="VALID"><orgName>Department of Complex Systems, Artificial Intelligence & Robotics</orgName>
<orgName type="acronym">LORIA - AIS</orgName>
<desc><address><country key="FR"></country>
</address>
<ref type="url">http://www.loria.fr/la-recherche-en/departements/complex-system-and-artificial-intelligence</ref>
</desc>
<listRelation><relation active="#struct-206040" type="direct"></relation>
<relation active="#struct-300009" type="indirect"></relation>
<relation active="#struct-413289" type="indirect"></relation>
<relation name="UMR7503" active="#struct-441569" type="indirect"></relation>
</listRelation>
</org>
</tutelle>
<tutelle active="#struct-206040" type="indirect"><org type="laboratory" xml:id="struct-206040" status="VALID"><idno type="IdRef">067077927</idno>
<idno type="RNSR">198912571S</idno>
<idno type="IdUnivLorraine">[UL]RSI--</idno>
<orgName>Laboratoire Lorrain de Recherche en Informatique et ses Applications</orgName>
<orgName type="acronym">LORIA</orgName>
<date type="start">2012-01-01</date>
<desc><address><addrLine>Campus Scientifique BP 239 54506 Vandoeuvre-lès-Nancy Cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.loria.fr</ref>
</desc>
<listRelation><relation active="#struct-300009" type="direct"></relation>
<relation active="#struct-413289" type="direct"></relation>
<relation name="UMR7503" active="#struct-441569" type="direct"></relation>
</listRelation>
</org>
</tutelle>
<tutelle active="#struct-300009" type="indirect"><org type="institution" xml:id="struct-300009" status="VALID"><orgName>Institut National de Recherche en Informatique et en Automatique</orgName>
<orgName type="acronym">Inria</orgName>
<desc><address><addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.inria.fr/en/</ref>
</desc>
</org>
</tutelle>
<tutelle active="#struct-413289" type="indirect"><org type="institution" xml:id="struct-413289" status="VALID"><idno type="IdRef">157040569</idno>
<idno type="IdUnivLorraine">[UL]100--</idno>
<orgName>Université de Lorraine</orgName>
<orgName type="acronym">UL</orgName>
<date type="start">2012-01-01</date>
<desc><address><addrLine>34 cours Léopold - CS 25233 - 54052 Nancy cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-lorraine.fr/</ref>
</desc>
</org>
</tutelle>
<tutelle name="UMR7503" active="#struct-441569" type="indirect"><org type="institution" xml:id="struct-441569" status="VALID"><idno type="ISNI">0000000122597504</idno>
<idno type="IdRef">02636817X</idno>
<orgName>Centre National de la Recherche Scientifique</orgName>
<orgName type="acronym">CNRS</orgName>
<date type="start">1939-10-19</date>
<desc><address><country key="FR"></country>
</address>
<ref type="url">http://www.cnrs.fr/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Nancy</settlement>
<settlement type="city">Metz</settlement>
<region type="region" nuts="2">Grand Est</region>
<region type="old region" nuts="2">Lorraine (région)</region>
</placeName>
<orgName type="university">Université de Lorraine</orgName>
</affiliation>
</author>
<author><name sortKey="Laghrouche, Mourad" sort="Laghrouche, Mourad" uniqKey="Laghrouche M" first="Mourad" last="Laghrouche">Mourad Laghrouche</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-253079" status="VALID"><orgName>Laboratoire d'Analyse & Modélisation des Phénomènes Aléatoires [Tizi-Ouzou]</orgName>
<orgName type="acronym">LAMPA</orgName>
<desc><address><addrLine>B.P.17 RP, 15000 Tizi-Ouzou</addrLine>
<country key="DZ"></country>
</address>
<ref type="url">http://www.ummto.dz/spip.php?rubrique474</ref>
</desc>
<listRelation><relation active="#struct-252490" type="direct"></relation>
</listRelation>
<tutelles><tutelle active="#struct-252490" type="direct"><org type="institution" xml:id="struct-252490" status="VALID"><orgName>Université Mouloud Mammeri de Tizi Ouzou [Tizi Ouzou]</orgName>
<orgName type="acronym">UMMTO</orgName>
<desc><address><addrLine>15000 Tizi-Ouzou, Algérie</addrLine>
<country key="DZ"></country>
</address>
<ref type="url">http://www.ummto.dz/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>Algérie</country>
</affiliation>
</author>
</titleStmt>
<publicationStmt><idno type="wicri:source">HAL</idno>
<idno type="RBID">Hal:hal-00927280</idno>
<idno type="halId">hal-00927280</idno>
<idno type="halUri">https://hal.inria.fr/hal-00927280</idno>
<idno type="url">https://hal.inria.fr/hal-00927280</idno>
<date when="2013-11-08">2013-11-08</date>
<idno type="wicri:Area/Hal/Corpus">005686</idno>
<idno type="wicri:Area/Hal/Curation">005686</idno>
<idno type="wicri:Area/Hal/Checkpoint">000E42</idno>
<idno type="wicri:explorRef" wicri:stream="Hal" wicri:step="Checkpoint">000E42</idno>
<idno type="wicri:Area/Main/Merge">000F51</idno>
</publicationStmt>
<sourceDesc><biblStruct><analytic><title xml:lang="fr">Apprentissage numérique pour la recherche d'informations en imagerie médicale : Modélisation des filtres de Gabor</title>
<author><name sortKey="Bourkache, Noureddine" sort="Bourkache, Noureddine" uniqKey="Bourkache N" first="Noureddine" last="Bourkache">Noureddine Bourkache</name>
<affiliation wicri:level="1"><hal:affiliation type="researchteam" xml:id="struct-397298" status="INCOMING"><orgName>Laboratoire Lampa</orgName>
<desc><address><country key="DZ"></country>
</address>
</desc>
<listRelation><relation active="#struct-253079" type="direct"></relation>
<relation active="#struct-252490" type="indirect"></relation>
</listRelation>
<tutelles><tutelle active="#struct-253079" type="direct"><org type="laboratory" xml:id="struct-253079" status="VALID"><orgName>Laboratoire d'Analyse & Modélisation des Phénomènes Aléatoires [Tizi-Ouzou]</orgName>
<orgName type="acronym">LAMPA</orgName>
<desc><address><addrLine>B.P.17 RP, 15000 Tizi-Ouzou</addrLine>
<country key="DZ"></country>
</address>
<ref type="url">http://www.ummto.dz/spip.php?rubrique474</ref>
</desc>
<listRelation><relation active="#struct-252490" type="direct"></relation>
</listRelation>
</org>
</tutelle>
<tutelle active="#struct-252490" type="indirect"><org type="institution" xml:id="struct-252490" status="VALID"><orgName>Université Mouloud Mammeri de Tizi Ouzou [Tizi Ouzou]</orgName>
<orgName type="acronym">UMMTO</orgName>
<desc><address><addrLine>15000 Tizi-Ouzou, Algérie</addrLine>
<country key="DZ"></country>
</address>
<ref type="url">http://www.ummto.dz/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>Algérie</country>
</affiliation>
</author>
<author><name sortKey="Sidhom, Sahbi" sort="Sidhom, Sahbi" uniqKey="Sidhom S" first="Sahbi" last="Sidhom">Sahbi Sidhom</name>
<affiliation wicri:level="1"><hal:affiliation type="researchteam" xml:id="struct-206039" status="VALID"><orgName>Knowledge Information and Web Intelligence</orgName>
<orgName type="acronym">KIWI</orgName>
<desc><address><country key="FR"></country>
</address>
<ref type="url">http://www.loria.fr/la-recherche/equipes/kiwi</ref>
</desc>
<listRelation><relation active="#struct-423090" type="direct"></relation>
<relation active="#struct-206040" type="indirect"></relation>
<relation active="#struct-300009" type="indirect"></relation>
<relation active="#struct-413289" type="indirect"></relation>
<relation name="UMR7503" active="#struct-441569" type="indirect"></relation>
</listRelation>
<tutelles><tutelle active="#struct-423090" type="direct"><org type="department" xml:id="struct-423090" status="VALID"><orgName>Department of Complex Systems, Artificial Intelligence & Robotics</orgName>
<orgName type="acronym">LORIA - AIS</orgName>
<desc><address><country key="FR"></country>
</address>
<ref type="url">http://www.loria.fr/la-recherche-en/departements/complex-system-and-artificial-intelligence</ref>
</desc>
<listRelation><relation active="#struct-206040" type="direct"></relation>
<relation active="#struct-300009" type="indirect"></relation>
<relation active="#struct-413289" type="indirect"></relation>
<relation name="UMR7503" active="#struct-441569" type="indirect"></relation>
</listRelation>
</org>
</tutelle>
<tutelle active="#struct-206040" type="indirect"><org type="laboratory" xml:id="struct-206040" status="VALID"><idno type="IdRef">067077927</idno>
<idno type="RNSR">198912571S</idno>
<idno type="IdUnivLorraine">[UL]RSI--</idno>
<orgName>Laboratoire Lorrain de Recherche en Informatique et ses Applications</orgName>
<orgName type="acronym">LORIA</orgName>
<date type="start">2012-01-01</date>
<desc><address><addrLine>Campus Scientifique BP 239 54506 Vandoeuvre-lès-Nancy Cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.loria.fr</ref>
</desc>
<listRelation><relation active="#struct-300009" type="direct"></relation>
<relation active="#struct-413289" type="direct"></relation>
<relation name="UMR7503" active="#struct-441569" type="direct"></relation>
</listRelation>
</org>
</tutelle>
<tutelle active="#struct-300009" type="indirect"><org type="institution" xml:id="struct-300009" status="VALID"><orgName>Institut National de Recherche en Informatique et en Automatique</orgName>
<orgName type="acronym">Inria</orgName>
<desc><address><addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.inria.fr/en/</ref>
</desc>
</org>
</tutelle>
<tutelle active="#struct-413289" type="indirect"><org type="institution" xml:id="struct-413289" status="VALID"><idno type="IdRef">157040569</idno>
<idno type="IdUnivLorraine">[UL]100--</idno>
<orgName>Université de Lorraine</orgName>
<orgName type="acronym">UL</orgName>
<date type="start">2012-01-01</date>
<desc><address><addrLine>34 cours Léopold - CS 25233 - 54052 Nancy cedex</addrLine>
<country key="FR"></country>
</address>
<ref type="url">http://www.univ-lorraine.fr/</ref>
</desc>
</org>
</tutelle>
<tutelle name="UMR7503" active="#struct-441569" type="indirect"><org type="institution" xml:id="struct-441569" status="VALID"><idno type="ISNI">0000000122597504</idno>
<idno type="IdRef">02636817X</idno>
<orgName>Centre National de la Recherche Scientifique</orgName>
<orgName type="acronym">CNRS</orgName>
<date type="start">1939-10-19</date>
<desc><address><country key="FR"></country>
</address>
<ref type="url">http://www.cnrs.fr/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>France</country>
<placeName><settlement type="city">Nancy</settlement>
<settlement type="city">Metz</settlement>
<region type="region" nuts="2">Grand Est</region>
<region type="old region" nuts="2">Lorraine (région)</region>
</placeName>
<orgName type="university">Université de Lorraine</orgName>
</affiliation>
</author>
<author><name sortKey="Laghrouche, Mourad" sort="Laghrouche, Mourad" uniqKey="Laghrouche M" first="Mourad" last="Laghrouche">Mourad Laghrouche</name>
<affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-253079" status="VALID"><orgName>Laboratoire d'Analyse & Modélisation des Phénomènes Aléatoires [Tizi-Ouzou]</orgName>
<orgName type="acronym">LAMPA</orgName>
<desc><address><addrLine>B.P.17 RP, 15000 Tizi-Ouzou</addrLine>
<country key="DZ"></country>
</address>
<ref type="url">http://www.ummto.dz/spip.php?rubrique474</ref>
</desc>
<listRelation><relation active="#struct-252490" type="direct"></relation>
</listRelation>
<tutelles><tutelle active="#struct-252490" type="direct"><org type="institution" xml:id="struct-252490" status="VALID"><orgName>Université Mouloud Mammeri de Tizi Ouzou [Tizi Ouzou]</orgName>
<orgName type="acronym">UMMTO</orgName>
<desc><address><addrLine>15000 Tizi-Ouzou, Algérie</addrLine>
<country key="DZ"></country>
</address>
<ref type="url">http://www.ummto.dz/</ref>
</desc>
</org>
</tutelle>
</tutelles>
</hal:affiliation>
<country>Algérie</country>
</affiliation>
</author>
</analytic>
</biblStruct>
</sourceDesc>
</fileDesc>
<profileDesc><textClass><keywords scheme="mix" xml:lang="en"><term>Gabor filter</term>
<term>Indexing of medical images</term>
<term>digital learning</term>
<term>digital signature</term>
<term>mammography</term>
<term>search images by content</term>
</keywords>
</textClass>
</profileDesc>
</teiHeader>
<front><div type="abstract" xml:lang="en">We propose in this paper , a method of indexing and searching images by exploiting the digital image content . Our method is based on the representation of digital image content by a specific vector to index image characteristics. This vector will be called : digital signature of the image. To do this, we exploited the texture of the image using Gabor wavelets . In this work , each image of the training set is represented by its indexed and characteristics ( texture ) . This representation takes place offline , is characterized by the backing , in a database , all the signatures of indexed images . This allows us, online, to search digital similarity to a query picture. This same query image is indexed online with the same algorithm used offline . To evaluate the performance we tested our application on a learning image database containing 320 mammograms. The results show that the representation of the digital image content is important in information retrieval imaging .</div>
</front>
</TEI>
</record>
Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Wicri/Lorraine/explor/InforLorV4/Data/Main/Merge
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000F51 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Merge/biblio.hfd -nk 000F51 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien |wiki= Wicri/Lorraine |area= InforLorV4 |flux= Main |étape= Merge |type= RBID |clé= Hal:hal-00927280 |texte= Apprentissage numérique pour la recherche d'informations en imagerie médicale : Modélisation des filtres de Gabor }}
![]() | This area was generated with Dilib version V0.6.33. | ![]() |