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52

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 articles11 documents

  • Mohamed Amine Ben Atitallah, Rostom Kachouri, Hassene Mnif. Localizing Text in Images and Videos based on Morphology. International Journal of Recent Technology and Engineering, Blue Eyes Intelligence Engineering & Sciences Publication, 2020. ⟨hal-02919771⟩
  • Anis Boudabous, Mohamed Amine Ben Atitallah, Rostom Kachouri, Ahmed Ben Atitallah. HW/SW Design And FPGA Implementation Of The GCM For An Efficient Text Extraction From Complex Images. International Journal of Scientific & Technology Research, IJSTR Publications, 2020. ⟨hal-02523901⟩
  • Mostefa Ben Naceur, Mohamed Akil, Rachida Saouli, Rostom Kachouri. Fully automatic brain tumor segmentation with deep learning-based selective attention using overlapping patches and multi-class weighted cross-entropy. Medical Image Analysis, Elsevier, In press. ⟨hal-02533454⟩
  • Amed Mvoulana, Rostom Kachouri, Mohamed Akil. Fully automated method for glaucoma screening using robust optic nerve head detection and unsupervised segmentation based cup-to-disc ratio computation in retinal fundus images. Computerized Medical Imaging and Graphics, Elsevier, 2019, 77, pp.101643. ⟨10.1016/j.compmedimag.2019.101643⟩. ⟨hal-02295007⟩
  • 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, ⟨10.1007/s11554-019-00896-5⟩. ⟨hal-02175795⟩
  • 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⟩
  • 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⟩
  • 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⟩

Conference papers30 documents

  • Sharmin Majumder, Yaroub Elloumi, Mohamed Akil, Rostom Kachouri, Nasser Kehtarnavaz. A deep learning-based smartphone app for real-time detection of five stages of diabetic retinopathy. Real-Time Image Processing and Deep Learning 2020, Apr 2020, San Diego, California (Online Only), United States. pp.5, ⟨10.1117/12.2557554⟩. ⟨hal-02556991⟩
  • Mohamed Amin Ben Atitallah, Rostom Kachouri, Ahmed Ben Atitallah, Hassene Mnif. New Gamma Correction Method for real time image text extraction. 2019 Ninth International Conference on Image Processing Theory, Tools and Applications (IPTA), Nov 2019, Istanbul, Turkey. pp.1-6, ⟨10.1109/IPTA.2019.8936103⟩. ⟨hal-02488810⟩
  • Mostefa Ben Naceur, Mohamed Akil, Rachida Saouli, Rostom Kachouri. Deep Convolutional Neural Networks for Brain tumor segmentation: boosting performance using deep transfer learning: preliminary results. MICCAI-BRATS 2019 Workshop : Multimodal Brain Tumor Segmentation Challenge, Oct 2019, Shenzhen, China. ⟨hal-02533409⟩
  • Mohamed Amin Ben Atitallah, Rostom Kachouri, Ahmed Ben Atitallah, Hassene Mnif. New Gamma Correction Method for real time image text extraction. 9th International Conference on Image Processing Theory, Tools and Applications (IPTA 2019), Nov 2019, Istanbul, Turkey. ⟨hal-02293895⟩
  • 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⟩
  • 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⟩
  • Mariem Slim, Rostom Kachouri, Ahmed Ben Atitallah. Customer Satisfaction Measuring Based on the Most Significant Facial Emotion. 2018 15th International Multi-Conference on Systems, Signals & Devices (SSD), Mar 2018, Hammamet, Tunisia. pp.502-507, ⟨10.1109/SSD.2018.8570588⟩. ⟨hal-02488658⟩
  • 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⟩
  • 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. ⟨10.1109/IINTEC.2018.8695275⟩. ⟨hal-01955368⟩
  • 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⟩
  • 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⟩
  • 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⟩
  • 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⟩
  • 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. ⟨10.1109/SSD.2016.7473709⟩. ⟨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, 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⟩
  • 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. ⟨10.1109/STA.2015.7505238⟩. ⟨hal-01306398⟩
  • 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⟩
  • 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⟩
  • 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, ⟨10.1109/IPTA.2010.5586751⟩. ⟨hal-00654730⟩
  • 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 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 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 sections3 documents

  • Mohamed Akil, Yaroub Elloumi, Rostom Kachouri. Detection of Retinal Abnormalities in Fundus Image Using CNN Deep Learning Networks. Elsevier. State of the Art in Neural Networks, 1, Ayman S. El-Baz; Jasjit S. Suri, In press. ⟨hal-02428351⟩
  • Rostom Kachouri, Mohamed Akil, Yaroub Elloumi. Retinal image processing in Biometrics. Amine Nait-Ali. Hidden Biometrics _ When Biometric Security Meets Biomedical Engineering, 2019, 978-981-13-0956-4. ⟨10.1007/978-981-13-0956-4_10⟩. ⟨hal-02295012⟩
  • 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⟩
  • 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⟩
  • 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⟩

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⟩