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32

Publications de Rostom Kachouri


Rostom KACHOURI est ingénieur-docteur en Traitement des images et du signal.
Depuis 2004, Rostom Kachouri a occupé des postes de professeur adjoint dans plusieurs établissements universitaires en France et en Tunisie. Entre 2010 et 2012, il a occupé un poste de recherche Post-Doctoral dans le cadre d'un projet industriel avec le groupe SAGEMCOM, France. Actuellement, il est Professeur associé au département Informatique et Télécommunications (IT), ESIEE Paris, Responsable de la filière par apprentissage "Informatique et Application - Ingénierie 3D et technologie des médias" et membre de l’Équipe Algorithmes, Architectures, Analyse et Synthèse d'Images (A3SI) du Laboratoire Informatique Gaspard Monge de l'Université de Paris-Est CNRS (UMR 8049 LIGM). 
Ses travaux de recherche portent essentiellement sur :
-Reconnaissance d'images par le contenu (CBIR) dans les bases d’image : Extraction d'attributs, sélection de caractéristiques pertinentes, fusion des données, apprentissage, classification multi-modèle, bases d’image biométriques, médicales, et hétérogènes.
-Reconnaissance Optique de Caractère (ROC) : Segmentation et extraction de texte, description, classification par caractéristiques, apprentissage profond.
-Adéquation Algorithmes-Architectures (AAA) : Systèmes temps-réel, architectures multi-cœurs, processeurs graphiques GPGPU, circuits reconfigurables FPGA, systèmes embarqués.


Article dans une revue4 documents

  • Mahmoud Soua, Rostom Kachouri, Mohamed Akil. GPU parallel implementation of the new hybrid binarization based on Kmeans method (HBK). Journal of Real-Time Image Processing, Springer Verlag, 2014, 〈10.1007/s11554-014-0458-2〉. 〈hal-01286297〉
  • Rostom Kachouri, Khalifa Djemal, Hichem Maaref. Adaptive relevant feature selection and hierarchical image classification in heterogeneous databases. Traitement du Signal, Lavoisier, 2011, 28 (5), pp.547--574. 〈10.3166/TS.28.547-574〉. 〈hal-00745315〉
  • Rostom Kachouri, Khalifa Djemal, Hichem Maaref. Multiple kernel weighting based SVM for heterogeneous image recognition system. International Journal of Imaging Systems Engineering, 2011, 4 (2), pp.60--70. 〈10.1504/IJSISE.2011.041600〉. 〈hal-00646849〉
  • Rostom Kachouri, Khalifa Djemal, Hichem Maaref. Multi-model classification method in heterogeneous image databases. Pattern Recognition, Elsevier, 2010, 43 (12), pp.4077--4088. 〈10.1016/j.patcog.2010.07.001〉. 〈hal-00654705〉

Communication dans un congrès19 documents

  • Mahmoud Soua, Alae Benchekroun, Rostom Kachouri, Mohamed Akil. Real-time text extraction based on the page layout analysis system. SPIE Conference on Real-Time Image and Video Processing, Apr 2017, Anaheim, CA, United States. SPIE Proceedings, 10223, Real-Time Image and Video Processing 2017. 〈10.1117/12.2262364〉. 〈hal-01525503〉
  • Syrine Ben Driss, M Soua, Rostom Kachouri, Mohamed Akil. A comparison study between MLP and Convolutional Neural Network models for character recognition. SPIE Conference on Real-Time Image and Video Processing, Apr 2017, Anaheim, CA, United States. SPIE Proceedings 10223, Real-Time Image and Video Processing 2017. 〈10.1117/12.2262589〉. 〈hal-01525504〉
  • Rostom Kachouri, Mahmoud Soua, Mohamed Akil. Unsupervised Image Segmentation Based on Local pixel Clustering and Low-Level Region Merging. 2nd IEEE International Conference on Advanced Technologies for Signal and Image Processing ATSIP'16, Mar 2016, Monastir, Tunisia. 〈hal-01309999〉
  • Takwa Chihaoui, Hejer Jlassi, Rostom Kachouri, Kamel Hamrouni, Mohamed Akil. Personal verification system based on retina and SURF descriptors. 13th IEEE International Multi-Conference on Systems, Signals & Devices (SSD 2016), Mar 2016, Leipzig, Germany. 〈hal-01305985〉
  • Takwa Chihaoui, Rostom Kachouri, Hejer Jlassi, Mohamed Akil, Kamel Hamrouni. L'extraction d'un anneau d'interet autour de disque optique pour une identification rétinienne robuste. ERIS’2016 Eye-tracking, Regard, Interactions et Suppléances, Nov 2016, Orléans, France. 〈http://eris2016.sciencesconf.org〉. 〈hal-01422020〉
  • Mahmoud Soua, Rostom Kachouri, Mohamed Akil. Efficient multiscale and multifont optical character recognition system based on robust feature description. 5th International Conference on Image Processing Theory, Tools and Applications , Nov 2015, Orléans, France. IPTA, 2015, 〈10.1109/IPTA.2015.7367214〉. 〈hal-01309987〉
  • Takwa Chihaoui, Rostom Kachouri, Hejer Jlassi, Mohamed Akil, Kamel Hamrouni. Human identification system based on the detection of optical Disc Ring in retinal images. 5th International Conference on Image Processing Theory, Tools and Applications, Nov 2015, Orléans, France. IEEE, IPTA, pp.263-267, 2015, 〈10.1109/IPTA.2015.7367143〉. 〈hal-01309990〉
  • Mahmoud Soua, Rostom Kachouri, Mohamed Akil. Improved Hybrid Binarization based on Kmeans for Heterogeneous document processing. 9th International Symposium on Image and Signal Processing and Analysis, ISPA'15, Sep 2015, Zagreb, Croatia. IEEE, 9th International Symposium on Image and Signal Processing and Analysis (ISPA), pp.210-215, 2015, 〈10.1109/ISPA.2015.7306060〉. 〈hal-01309993〉
  • Rostom Kachouri, Mohamed Akil. Hardware design to accelerate PNG encoder for binary mask compression on FPGA. SPIE 9400, Real-Time Image and Video Processing, Feb 2015, San Francisco, California, United States. 〈10.1117/12.2076483〉. 〈hal-01305864〉
  • Mohamad Amin Ben Atitallah, Anis Boudabous, Ahmed Ben Atitallah, Rostom Kachouri. Complexity study of the Gamma correction method for text extraction from complex images. STA: International conference on Sciences and Techniques of Automatic control & computer engineering, Dec 2015, Monastir, Tunisia. 〈hal-01306398〉
  • Rostom Kachouri, Christian Armas, Mohamed Akil. Gamma correction acceleration for real-time text extraction from complex colored images. Image Processing (ICIP) 2015, Sep 2015, Quebec City, QC, Canada. Image Processing (ICIP), 2015 IEEE International Conference on 2015, 〈10.1109/ICIP.2015.7350854〉. 〈hal-01305887〉
  • Mahmoud Soua, Rostom Kachouri, Mohamed Akil. A new hybrid binarization method based on Kmeans. 6th International Symposium on Communications, Control and Signal Processing (ISCCSP), May 2014, Athens, Greece. 2014, 〈10.1109/ISCCSP.2014.6877830〉. 〈hal-01305856〉
  • Rostom Kachouri, Khalifa Djemal, Hichem Maaref. Adaptive Feature Selection for Heterogeneous Image Databases. 2nd International Conference on Image Processing Theory Tools and Applications (IPTA 2010), Jul 2010, Paris, France. pp.26--31, 2010, 〈10.1109/IPTA.2010.5586751〉. 〈hal-00654730〉
  • Rostom Kachouri, Khalifa Djemal, Hichem Maaref, Dorra Masmoudi, Nabil Derbel. Feature extraction and relevance evaluation for heterogeneous image database recognition. First Workshops on Image Processing Theory, Tools and Applications (IPTA 2008), Nov 2008, Sousse, Tunisia. (elec. proc), 2008, 〈10.1109/IPTA.2008.4743738〉. 〈hal-00654739〉
  • Rostom Kachouri, Khalifa Djemal, Hichem Maaref, Dorra Sellami-Masmoudi, Nabil Derbel. Content description and classification for Image recognition system. 3rd International Conference on Information and Communication Technologies: From Theory to Applications (ICTTA 2008), Apr 2008, Damascus, Syria. (elec. proc.), 2008, 〈10.1109/ICTTA.2008.4529998〉. 〈hal-00342229〉
  • Rostom Kachouri, Khalifa Djemal, Hichem Maaref, Dorra Sellami-Masmoudi, Nabil Derbel. Heterogeneous image retrieval system based on reatures extractionand SVM classifier. 5th International Conference on Informatics in Control, Automation and Robotics (ICINCO 2008), May 2008, Funchal, Madeira, Portugal. pp.137--142, 2008. 〈hal-00342228〉
  • Rostom Kachouri, Khalifa Djemal, Dorra Sellami-Masmoudi, Hichem Maaref, Nabil Derbel. On the heterogeneous image retrieval with QUIP-tree. IEEE International Multi-Conference on Systems, Signals & Devices, Communication and Signal Processing Volume 3, 2007, Hammamet, Tunisia. pp.n.a., 2007. 〈hal-00342236〉
  • Imen Cheikhrouhou, Rostom Kachouri, Khalifa Djemal, Dorra Sellami-Masmoudi, E. Daoud, et al.. MLP Neural Network Classifier for breast cancer diagnostic. IEEE International Multi-Conference on Systems, Signals & Devices, Communication and Signal Processing, 2007, Hammamet, Tunisia. 3, pp.n.a., 2007. 〈hal-00342194〉
  • Rostom Kachouri, Mohamed Abid, Chokri Ben Amar. Design of DCT_2D toward FPGA. First IEEE International Symposium on Control, Communications and Signal Processing, ISCCSP’04, Mar 2004, Hammamet, Tunisia. 〈10.1109/ISCCSP.2004.1296511〉. 〈hal-01310007〉

Chapitre d'ouvrage1 document

  • Khalifa Djemal, Hichem Maaref, Rostom Kachouri. Image Retrieval System in Heterogeneous Database. Aleksandar D. Rodić. Automation Control - Theory and Practice, InTech, pp.327--349, 2009. 〈hal-00645067〉

Rapport7 documents

  • Rostom Kachouri. Rapport d'étude et développement, Détection, lecture et reconnaissance automatique de plaques d'immatriculation. [Rapport de recherche] ESIEE Paris; RxCom. 2015. 〈hal-01310096〉
  • Rostom Kachouri, Mahmoud Soua. Rapport d'étude, Projet Tri Postal automatique, Détection des zones textuelles dans une image pour l'identification des objets postaux : étude algorithmique et implantation sur GPU. [Rapport de recherche] ESIEE Paris; Solystic. 2013. 〈hal-01310097〉
  • Rostom Kachouri. Rapport d'étude, Projet Demat+, Tâche 4.5 : Codage Vectoriel. [Rapport de recherche] ESIEE Paris; Sagemcom. 2012. 〈hal-01310081〉
  • Geoffroy Marpeaux, Rostom Kachouri. Rapport d'étude, Projet Demat+, Tâche 4.2 : Spécification de l'architecture OverSeg. [Rapport Technique] ESIEE Paris; Sagemcom. 2012. 〈hal-01310092〉
  • Xavier Hilaire, Rostom Kachouri. Rapport d'étude, Projet Demat+, Tâche 4.2 : Segmentation de pages. [Rapport de recherche] ESIEE Paris; Sagemcom. 2012. 〈hal-01310074〉
  • Geoffroy Marpeaux, Rostom Kachouri. Rapport d'étude, Projet Demat+, Tâche 4.1 : Spécification de l'architecture PNG. [Rapport Technique] ESIEE Paris; Sagemcom. 2011. 〈hal-01310093〉
  • Rostom Kachouri. Rapport d'étude, Projet Demat+, Tâche 4.1: Adéquation Algorithme-Architecture-Codeur PNG/FPGA. [Rapport de recherche] ESIEE Paris; Sagemcom. 2011. 〈hal-01310087〉

Thèse1 document

  • Rostom Kachouri. Classification multi-modèles des images dans les bases Hétérogènes. Traitement du signal et de l'image. Université d'Evry-Val d'Essonne, 2010. Français. 〈tel-00526649〉