Segmentation de tumeur cérébrale à partir d'IRM multi-séquences par apprentissage de noyaux multiples
Identifieur interne : 000403 ( Main/Exploration ); précédent : 000402; suivant : 000404Segmentation de tumeur cérébrale à partir d'IRM multi-séquences par apprentissage de noyaux multiples
Auteurs : Naouel Boughattas [France] ; Maxime Berar [France] ; Kamel Hamrouni [Tunisie] ; Su Ruan [France]Source :
English descriptors
Abstract
Doctors use several types of MRI images (Magnetic resonance imaging) to diagnose brain tumours and estimate their volumes. To bring a help to the doctors, we treat here the fusion of the various information sources to segment the tumor. We propose a segmentation method based on the classication allowing to take into account the various features of each type of image. This method is based on a multiple kernel learning SVM algorithm which selects the most relevant features by associating a kernel for each extracted feature. The weight of the kernel reects the relevance of the corresponding feature. The feature selection and the selection of the regularization parameter of the SVM are made by a fully automatic way. The method has been tested on 7 real patients. We show in this article a comparison with another recent method which was compared with various methods to show its superiority [ 2 ]. Our study of comparison shows a better performance of our method.
Url:
Affiliations:
- France, Tunisie
- Haute-Normandie, Région Normandie
- Le Havre, Rouen
- Université de Rouen, Université du Havre
Links toward previous steps (curation, corpus...)
- to stream Hal, to step Corpus: 000742
- to stream Hal, to step Curation: 000742
- to stream Hal, to step Checkpoint: 000214
- to stream Main, to step Merge: 000406
- to stream Main, to step Curation: 000403
Le document en format XML
<record><TEI><teiHeader><fileDesc><titleStmt><title xml:lang="fr">Segmentation de tumeur cérébrale à partir d'IRM multi-séquences par apprentissage de noyaux multiples</title><author><name sortKey="Boughattas, Naouel" sort="Boughattas, Naouel" uniqKey="Boughattas N" first="Naouel" last="Boughattas">Naouel Boughattas</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-23832" status="VALID"><orgName>Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes</orgName><orgName type="acronym">LITIS</orgName><desc><address><addrLine>Avenue de l'Université UFR des Sciences et Techniques 76800 Saint-Etienne du Rouvray</addrLine><country key="FR"></country></address><ref type="url">http://www.litislab.eu</ref></desc><listRelation><relation active="#struct-300317" type="direct"></relation><relation name="EA4108" active="#struct-300318" type="direct"></relation><relation active="#struct-301288" type="direct"></relation><relation active="#struct-301232" type="indirect"></relation></listRelation><tutelles><tutelle active="#struct-300317" type="direct"><org type="institution" xml:id="struct-300317" status="VALID"><orgName>Université du Havre</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="EA4108" active="#struct-300318" type="direct"><org type="institution" xml:id="struct-300318" status="VALID"><orgName>Université de Rouen</orgName><desc><address><addrLine> 1 rue Thomas Becket - 76821 Mont-Saint-Aignan</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-rouen.fr/</ref></desc></org></tutelle><tutelle active="#struct-301288" type="direct"><org type="department" xml:id="struct-301288" status="VALID"><orgName>Institut National des Sciences Appliquées - Rouen</orgName><orgName type="acronym">INSA Rouen</orgName><desc><address><country key="FR"></country></address></desc><listRelation><relation active="#struct-301232" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-301232" type="indirect"><org type="institution" xml:id="struct-301232" status="VALID"><orgName>Institut National des Sciences Appliquées</orgName><orgName type="acronym">INSA</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Le Havre</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université du Havre</orgName><placeName><settlement type="city">Rouen</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université de Rouen</orgName></affiliation></author><author><name sortKey="Berar, Maxime" sort="Berar, Maxime" uniqKey="Berar M" first="Maxime" last="Berar">Maxime Berar</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-23832" status="VALID"><orgName>Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes</orgName><orgName type="acronym">LITIS</orgName><desc><address><addrLine>Avenue de l'Université UFR des Sciences et Techniques 76800 Saint-Etienne du Rouvray</addrLine><country key="FR"></country></address><ref type="url">http://www.litislab.eu</ref></desc><listRelation><relation active="#struct-300317" type="direct"></relation><relation name="EA4108" active="#struct-300318" type="direct"></relation><relation active="#struct-301288" type="direct"></relation><relation active="#struct-301232" type="indirect"></relation></listRelation><tutelles><tutelle active="#struct-300317" type="direct"><org type="institution" xml:id="struct-300317" status="VALID"><orgName>Université du Havre</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="EA4108" active="#struct-300318" type="direct"><org type="institution" xml:id="struct-300318" status="VALID"><orgName>Université de Rouen</orgName><desc><address><addrLine> 1 rue Thomas Becket - 76821 Mont-Saint-Aignan</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-rouen.fr/</ref></desc></org></tutelle><tutelle active="#struct-301288" type="direct"><org type="department" xml:id="struct-301288" status="VALID"><orgName>Institut National des Sciences Appliquées - Rouen</orgName><orgName type="acronym">INSA Rouen</orgName><desc><address><country key="FR"></country></address></desc><listRelation><relation active="#struct-301232" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-301232" type="indirect"><org type="institution" xml:id="struct-301232" status="VALID"><orgName>Institut National des Sciences Appliquées</orgName><orgName type="acronym">INSA</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Le Havre</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université du Havre</orgName><placeName><settlement type="city">Rouen</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université de Rouen</orgName></affiliation></author><author><name sortKey="Hamrouni, Kamel" sort="Hamrouni, Kamel" uniqKey="Hamrouni K" first="Kamel" last="Hamrouni">Kamel Hamrouni</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-15067" status="OLD"><orgName>Laboratoire des Systèmes et du Traitement du Signal [ENIT]</orgName><orgName type="acronym">LSTS</orgName><desc><address><addrLine>B.P 37 Belvédère 1002, Tunisie</addrLine><country key="TN"></country></address></desc><listRelation><relation active="#struct-306168" type="direct"></relation></listRelation><tutelles><tutelle active="#struct-306168" type="direct"><org type="institution" xml:id="struct-306168" status="INCOMING"><orgName>Ecole National d'Ingenieurs de Tunis (ENIT)</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle></tutelles></hal:affiliation><country>Tunisie</country></affiliation></author><author><name sortKey="Ruan, Su" sort="Ruan, Su" uniqKey="Ruan S" first="Su" last="Ruan">Su Ruan</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-23832" status="VALID"><orgName>Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes</orgName><orgName type="acronym">LITIS</orgName><desc><address><addrLine>Avenue de l'Université UFR des Sciences et Techniques 76800 Saint-Etienne du Rouvray</addrLine><country key="FR"></country></address><ref type="url">http://www.litislab.eu</ref></desc><listRelation><relation active="#struct-300317" type="direct"></relation><relation name="EA4108" active="#struct-300318" type="direct"></relation><relation active="#struct-301288" type="direct"></relation><relation active="#struct-301232" type="indirect"></relation></listRelation><tutelles><tutelle active="#struct-300317" type="direct"><org type="institution" xml:id="struct-300317" status="VALID"><orgName>Université du Havre</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="EA4108" active="#struct-300318" type="direct"><org type="institution" xml:id="struct-300318" status="VALID"><orgName>Université de Rouen</orgName><desc><address><addrLine> 1 rue Thomas Becket - 76821 Mont-Saint-Aignan</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-rouen.fr/</ref></desc></org></tutelle><tutelle active="#struct-301288" type="direct"><org type="department" xml:id="struct-301288" status="VALID"><orgName>Institut National des Sciences Appliquées - Rouen</orgName><orgName type="acronym">INSA Rouen</orgName><desc><address><country key="FR"></country></address></desc><listRelation><relation active="#struct-301232" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-301232" type="indirect"><org type="institution" xml:id="struct-301232" status="VALID"><orgName>Institut National des Sciences Appliquées</orgName><orgName type="acronym">INSA</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Le Havre</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université du Havre</orgName><placeName><settlement type="city">Rouen</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université de Rouen</orgName></affiliation></author></titleStmt><publicationStmt><idno type="wicri:source">HAL</idno><idno type="RBID">Hal:hal-01079156</idno><idno type="halId">hal-01079156</idno><idno type="halUri">https://hal.archives-ouvertes.fr/hal-01079156</idno><idno type="url">https://hal.archives-ouvertes.fr/hal-01079156</idno><date when="2013-09-03">2013-09-03</date><idno type="wicri:Area/Hal/Corpus">000742</idno><idno type="wicri:Area/Hal/Curation">000742</idno><idno type="wicri:Area/Hal/Checkpoint">000214</idno><idno type="wicri:Area/Main/Merge">000406</idno><idno type="wicri:Area/Main/Curation">000403</idno><idno type="wicri:Area/Main/Exploration">000403</idno></publicationStmt><sourceDesc><biblStruct><analytic><title xml:lang="fr">Segmentation de tumeur cérébrale à partir d'IRM multi-séquences par apprentissage de noyaux multiples</title><author><name sortKey="Boughattas, Naouel" sort="Boughattas, Naouel" uniqKey="Boughattas N" first="Naouel" last="Boughattas">Naouel Boughattas</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-23832" status="VALID"><orgName>Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes</orgName><orgName type="acronym">LITIS</orgName><desc><address><addrLine>Avenue de l'Université UFR des Sciences et Techniques 76800 Saint-Etienne du Rouvray</addrLine><country key="FR"></country></address><ref type="url">http://www.litislab.eu</ref></desc><listRelation><relation active="#struct-300317" type="direct"></relation><relation name="EA4108" active="#struct-300318" type="direct"></relation><relation active="#struct-301288" type="direct"></relation><relation active="#struct-301232" type="indirect"></relation></listRelation><tutelles><tutelle active="#struct-300317" type="direct"><org type="institution" xml:id="struct-300317" status="VALID"><orgName>Université du Havre</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="EA4108" active="#struct-300318" type="direct"><org type="institution" xml:id="struct-300318" status="VALID"><orgName>Université de Rouen</orgName><desc><address><addrLine> 1 rue Thomas Becket - 76821 Mont-Saint-Aignan</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-rouen.fr/</ref></desc></org></tutelle><tutelle active="#struct-301288" type="direct"><org type="department" xml:id="struct-301288" status="VALID"><orgName>Institut National des Sciences Appliquées - Rouen</orgName><orgName type="acronym">INSA Rouen</orgName><desc><address><country key="FR"></country></address></desc><listRelation><relation active="#struct-301232" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-301232" type="indirect"><org type="institution" xml:id="struct-301232" status="VALID"><orgName>Institut National des Sciences Appliquées</orgName><orgName type="acronym">INSA</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Le Havre</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université du Havre</orgName><placeName><settlement type="city">Rouen</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université de Rouen</orgName></affiliation></author><author><name sortKey="Berar, Maxime" sort="Berar, Maxime" uniqKey="Berar M" first="Maxime" last="Berar">Maxime Berar</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-23832" status="VALID"><orgName>Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes</orgName><orgName type="acronym">LITIS</orgName><desc><address><addrLine>Avenue de l'Université UFR des Sciences et Techniques 76800 Saint-Etienne du Rouvray</addrLine><country key="FR"></country></address><ref type="url">http://www.litislab.eu</ref></desc><listRelation><relation active="#struct-300317" type="direct"></relation><relation name="EA4108" active="#struct-300318" type="direct"></relation><relation active="#struct-301288" type="direct"></relation><relation active="#struct-301232" type="indirect"></relation></listRelation><tutelles><tutelle active="#struct-300317" type="direct"><org type="institution" xml:id="struct-300317" status="VALID"><orgName>Université du Havre</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="EA4108" active="#struct-300318" type="direct"><org type="institution" xml:id="struct-300318" status="VALID"><orgName>Université de Rouen</orgName><desc><address><addrLine> 1 rue Thomas Becket - 76821 Mont-Saint-Aignan</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-rouen.fr/</ref></desc></org></tutelle><tutelle active="#struct-301288" type="direct"><org type="department" xml:id="struct-301288" status="VALID"><orgName>Institut National des Sciences Appliquées - Rouen</orgName><orgName type="acronym">INSA Rouen</orgName><desc><address><country key="FR"></country></address></desc><listRelation><relation active="#struct-301232" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-301232" type="indirect"><org type="institution" xml:id="struct-301232" status="VALID"><orgName>Institut National des Sciences Appliquées</orgName><orgName type="acronym">INSA</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Le Havre</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université du Havre</orgName><placeName><settlement type="city">Rouen</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université de Rouen</orgName></affiliation></author><author><name sortKey="Hamrouni, Kamel" sort="Hamrouni, Kamel" uniqKey="Hamrouni K" first="Kamel" last="Hamrouni">Kamel Hamrouni</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-15067" status="OLD"><orgName>Laboratoire des Systèmes et du Traitement du Signal [ENIT]</orgName><orgName type="acronym">LSTS</orgName><desc><address><addrLine>B.P 37 Belvédère 1002, Tunisie</addrLine><country key="TN"></country></address></desc><listRelation><relation active="#struct-306168" type="direct"></relation></listRelation><tutelles><tutelle active="#struct-306168" type="direct"><org type="institution" xml:id="struct-306168" status="INCOMING"><orgName>Ecole National d'Ingenieurs de Tunis (ENIT)</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle></tutelles></hal:affiliation><country>Tunisie</country></affiliation></author><author><name sortKey="Ruan, Su" sort="Ruan, Su" uniqKey="Ruan S" first="Su" last="Ruan">Su Ruan</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-23832" status="VALID"><orgName>Laboratoire d'Informatique, de Traitement de l'Information et des Systèmes</orgName><orgName type="acronym">LITIS</orgName><desc><address><addrLine>Avenue de l'Université UFR des Sciences et Techniques 76800 Saint-Etienne du Rouvray</addrLine><country key="FR"></country></address><ref type="url">http://www.litislab.eu</ref></desc><listRelation><relation active="#struct-300317" type="direct"></relation><relation name="EA4108" active="#struct-300318" type="direct"></relation><relation active="#struct-301288" type="direct"></relation><relation active="#struct-301232" type="indirect"></relation></listRelation><tutelles><tutelle active="#struct-300317" type="direct"><org type="institution" xml:id="struct-300317" status="VALID"><orgName>Université du Havre</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="EA4108" active="#struct-300318" type="direct"><org type="institution" xml:id="struct-300318" status="VALID"><orgName>Université de Rouen</orgName><desc><address><addrLine> 1 rue Thomas Becket - 76821 Mont-Saint-Aignan</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-rouen.fr/</ref></desc></org></tutelle><tutelle active="#struct-301288" type="direct"><org type="department" xml:id="struct-301288" status="VALID"><orgName>Institut National des Sciences Appliquées - Rouen</orgName><orgName type="acronym">INSA Rouen</orgName><desc><address><country key="FR"></country></address></desc><listRelation><relation active="#struct-301232" type="direct"></relation></listRelation></org></tutelle><tutelle active="#struct-301232" type="indirect"><org type="institution" xml:id="struct-301232" status="VALID"><orgName>Institut National des Sciences Appliquées</orgName><orgName type="acronym">INSA</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Le Havre</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université du Havre</orgName><placeName><settlement type="city">Rouen</settlement><region type="region" nuts="2">Région Normandie</region><region type="old region" nuts="2">Haute-Normandie</region></placeName><orgName type="university">Université de Rouen</orgName></affiliation></author></analytic></biblStruct></sourceDesc></fileDesc><profileDesc><textClass><keywords scheme="mix" xml:lang="en"><term>MRI Brain Segmentation</term><term>Segmentation Classification</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">Doctors use several types of MRI images (Magnetic resonance imaging) to diagnose brain tumours and estimate their volumes. To bring a help to the doctors, we treat here the fusion of the various information sources to segment the tumor. We propose a segmentation method based on the classication allowing to take into account the various features of each type of image. This method is based on a multiple kernel learning SVM algorithm which selects the most relevant features by associating a kernel for each extracted feature. The weight of the kernel reects the relevance of the corresponding feature. The feature selection and the selection of the regularization parameter of the SVM are made by a fully automatic way. The method has been tested on 7 real patients. We show in this article a comparison with another recent method which was compared with various methods to show its superiority [ 2 ]. Our study of comparison shows a better performance of our method.</div></front></TEI><affiliations><list><country><li>France</li><li>Tunisie</li></country><region><li>Haute-Normandie</li><li>Région Normandie</li></region><settlement><li>Le Havre</li><li>Rouen</li></settlement><orgName><li>Université de Rouen</li><li>Université du Havre</li></orgName></list><tree><country name="France"><region name="Région Normandie"><name sortKey="Boughattas, Naouel" sort="Boughattas, Naouel" uniqKey="Boughattas N" first="Naouel" last="Boughattas">Naouel Boughattas</name></region><name sortKey="Berar, Maxime" sort="Berar, Maxime" uniqKey="Berar M" first="Maxime" last="Berar">Maxime Berar</name><name sortKey="Ruan, Su" sort="Ruan, Su" uniqKey="Ruan S" first="Su" last="Ruan">Su Ruan</name></country><country name="Tunisie"><noRegion><name sortKey="Hamrouni, Kamel" sort="Hamrouni, Kamel" uniqKey="Hamrouni K" first="Kamel" last="Hamrouni">Kamel Hamrouni</name></noRegion></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
EXPLOR_STEP=$WICRI_ROOT/Wicri/France/explor/LeHavreV1/Data/Main/Exploration
HfdSelect -h $EXPLOR_STEP/biblio.hfd -nk 000403 | SxmlIndent | more
Ou
HfdSelect -h $EXPLOR_AREA/Data/Main/Exploration/biblio.hfd -nk 000403 | SxmlIndent | more
Pour mettre un lien sur cette page dans le réseau Wicri
{{Explor lien
|wiki= Wicri/France
|area= LeHavreV1
|flux= Main
|étape= Exploration
|type= RBID
|clé= Hal:hal-01079156
|texte= Segmentation de tumeur cérébrale à partir d'IRM multi-séquences par apprentissage de noyaux multiples
}}
| This area was generated with Dilib version V0.6.25. |  |