Numerical training for the information research in medical imagery : Modeling of the Gabor filters
Identifieur interne : 000C31 ( Main/Merge ); précédent : 000C30; suivant : 000C32Numerical training for the information research in medical imagery : Modeling of the Gabor filters
Auteurs : Sahbi Sidhom [France] ; Noureddine Bourkache [Algérie] ; Mourad Laghrouche [Algérie]Source :
English descriptors
- mix :
Abstract
We propose, in this paper, a method of image indexing and research by exploiting the digital component of the images. Our method is founded on the representation of the image digital component by a vector of characteristics its own for the indexed image. This vector will be called: numerical signature of the image. With this intention, we exploited the texture of the image by using the Gabor’s wavelets. In this work, each image of the training base is indexed and represented by its characteristics (texture). This representation, which is carried out in offline, is characterized by the saving, in a data base, of all the signatures of the indexed images. What enables us, in online, to carry out a numerical search for similarity compared to a request image. This same request image will be indexed in online with the same algorithm used in offline. In order to evaluate the performances we tested our application on a training images basis containing 320 mammography. The results obtained show well that the representation of the digital component of the images proves to be significant as regards search for information in imagery.
Url:
Links toward previous steps (curation, corpus...)
- to stream Hal, to step Corpus: 003634
- to stream Hal, to step Curation: 003634
- to stream Hal, to step Checkpoint: 000B65
Links to Exploration step
Hal:hal-01109145Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="en">Numerical training for the information research in medical imagery : Modeling of the Gabor filters</title><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="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="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-01109145</idno><idno type="halId">hal-01109145</idno><idno type="halUri">https://hal.inria.fr/hal-01109145</idno><idno type="url">https://hal.inria.fr/hal-01109145</idno><date when="2014-04-01">2014-04-01</date><idno type="wicri:Area/Hal/Corpus">003634</idno><idno type="wicri:Area/Hal/Curation">003634</idno><idno type="wicri:Area/Hal/Checkpoint">000B65</idno><idno type="wicri:explorRef" wicri:stream="Hal" wicri:step="Checkpoint">000B65</idno><idno type="wicri:Area/Main/Merge">000C31</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="en">Numerical training for the information research in medical imagery : Modeling of the Gabor filters</title><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="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="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>Content based retrieval</term><term>Gabor filter</term><term>Image texture analyses</term><term>Texture features</term><term>medical Image indexing</term><term>numerical training</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">We propose, in this paper, a method of image indexing and research by exploiting the digital component of the images. Our method is founded on the representation of the image digital component by a vector of characteristics its own for the indexed image. This vector will be called: numerical signature of the image. With this intention, we exploited the texture of the image by using the Gabor’s wavelets. In this work, each image of the training base is indexed and represented by its characteristics (texture). This representation, which is carried out in offline, is characterized by the saving, in a data base, of all the signatures of the indexed images. What enables us, in online, to carry out a numerical search for similarity compared to a request image. This same request image will be indexed in online with the same algorithm used in offline. In order to evaluate the performances we tested our application on a training images basis containing 320 mammography. The results obtained show well that the representation of the digital component of the images proves to be significant as regards search for information in imagery.</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 000C31 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Merge/biblio.hfd -nk 000C31 | 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-01109145
|texte= Numerical training for the information research in medical imagery : Modeling of the Gabor filters
}}
| This area was generated with Dilib version V0.6.33. |  |