Keywords

Number of documents

41

Rostom Kachouri, Associate Professor at ESIEE Paris


Presentation:

Rostom Kachouri received his Engineer and Master degrees from the National Engineering School of Sfax (ENIS) respectively in 2003 and 2004. In 2010, he received his Ph.D. in Image and Signal Processing from the University of Evry Val d’Essonne. 
From 2005 to 2010, Dr. Kachouri was an Assistant Professor at the National Engineering School of Sfax (ENIS) and then at the University of Evry Val d’Essonne. 
From 2010 to 2012, He held a post-doctoral position as part of a project with the high technology group SAGEMCOM. 
Dr. Kachouri is currently Associate Professor in the Computer Science Department and Head of apprenticeship computer and application engineering at ESIEE, Paris.
He is member of the Institut Gaspard-Monge, unité mixte de recherche CNRS-UMLPE-ESIEE, UMR 8049.  
His main research interests include pattern recognition, machine learning, clustering and Algorithm-Architecture Matching.

Biographical references:


Journal articles7 documents

  • Latifa Greche, Mohamed Akil, Rostom Kachouri, Najia Es-Sbai. A new pipeline for the recognition of universal expressions of multiple faces in a video sequence. Journal of Real-Time Image Processing, Springer Verlag, 2019. ⟨hal-02175795⟩
  • Takwa Chihaoui, Rostom Kachouri, Hejer Jlassi, Mohamed Akil, Kamel Hamrouni. Retinal Identification System based on Optical Disc Ring Extraction and New Local SIFT-RUK Descriptor. Advances in Systems, Signals and Devices, De Gruyter, 2018, Communication and Signal Processing, 8, pp.113-126. ⟨10.1515/9783110470383-008⟩. ⟨hal-01870666⟩
  • Mostefa Ben Naceur, Rachida Saouli, Mohamed Akil, Rostom Kachouri. Fully Automatic Brain Tumor Segmentation using End-to-End Incremental Deep Neural Networks in MRI images. Computer Methods and Programs in Biomedicine, Elsevier, 2018, 166, pp.39 - 49. ⟨10.1016/j.cmpb.2018.09.007⟩. ⟨hal-01893017⟩
  • 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, 2018, 14 (2), pp.363-377. ⟨10.1007/s11554-014-0458-2⟩. ⟨hal-01286297⟩
  • 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. 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. 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⟩

Conference papers25 documents

  • Mostefa Ben Naceur, Rostom Kachouri, Mohamed Akil, Rachida Saouli. A new Online Class-Weighting approach with Deep Neural Networks for image segmentation of Highly Unbalanced Glioblastoma Tumors. International Work-Conference on Artificial Neural Networks (IWANN-Advances in Computational Intelligence), Jun 2019, Gran Canaria, Spain. ⟨10.1007/978-3-030-20518-8_46⟩. ⟨hal-02172208⟩
  • Mohamed Amin Ben Atitallah, Rostom Kachouri, Hassene Mnif. A new FPGA accelerator based on circular buffer unit per orientation for a fast and optimised GLCM and Texture feature computation. IEEE international conference on Design & Test of integrated micro & nano-Systems (DTS), Apr 2019, Gammarth, Tunisia. ⟨hal-02172154⟩
  • Yaroub Elloumi, Rostom Kachouri, Mohamed Hedibedoui, Mohamed Akil. Stratégie de parallélisme d'une méthode de segmentation des vaisseaux rétiniens sur architecture parallèle à mémoire partagée. WORKSHOP AMINA 2018 "Applications Médicales de l'Informatique : Nouvelles Approches", Nov 2018, Monastir, Tunisie. ⟨hal-02004691⟩
  • Sofien Sayadia, Yaroub Elloumi, Rostom Kachouri, Mohamed Bedoui, Mohamed Akil. Détection du Disque Optique : Critères de performance et Evaluation des méthodes. WORKSHOP AMINA 2018 "Applications Médicales de l'Informatique : Nouvelles Approches", Nov 2018, Monastir, Tunisie. ⟨hal-02004695⟩
  • M Atitallah, Rostom Kachouri, H. Mnif, M Kammoun. An efficient implementation of GLCM algorithm in FPGA. IEEE International Conference on Internet of Things, Embedded Systems and Communications (IINTEC), Dec 2018, Hammamet, Tunisia. ⟨hal-01955368⟩
  • Mariem Slim, Rostom Kachouri, Ahmed Atitallah. Customer satisfaction measuring based on the most significant facial emotion. 15th IEEE International Multi-Conference on Systems, Signals & Devices (SSD 2018), Mar 2018, Hammamet, Tunisia. ⟨hal-01790317⟩
  • 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. ⟨10.1117/12.2262364⟩. ⟨hal-01525503⟩
  • Syrine Ben Driss, Mahmoud 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. ⟨10.1117/12.2262589⟩. ⟨hal-01525504⟩
  • 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. ⟨hal-01422020⟩
  • 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⟩
  • 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, 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⟩
  • 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. ⟨10.1109/ICIP.2015.7350854⟩. ⟨hal-01305887⟩
  • 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. pp.210-215, ⟨10.1109/ISPA.2015.7306060⟩. ⟨hal-01309993⟩
  • 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. ⟨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. pp.263-267, ⟨10.1109/IPTA.2015.7367143⟩. ⟨hal-01309990⟩
  • 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. ⟨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 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. ⟨hal-00342228⟩
  • 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.), ⟨10.1109/ICTTA.2008.4529998⟩. ⟨hal-00342229⟩
  • 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), ⟨10.1109/IPTA.2008.4743738⟩. ⟨hal-00654739⟩
  • 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. ⟨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. pp.n.a. ⟨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⟩

Book sections1 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⟩

Reports7 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⟩
  • 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 4.2 : Spécification de l'architecture OverSeg. [Rapport Technique] ESIEE Paris; Sagemcom. 2012. ⟨hal-01310092⟩
  • Rostom Kachouri. Rapport d'étude, Projet Demat+, Tâche 4.5 : Codage Vectoriel. [Rapport de recherche] ESIEE Paris; Sagemcom. 2012. ⟨hal-01310081⟩
  • 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⟩
  • 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⟩

Theses1 document

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