Publications

Book Chapter & Special Editions

  • M. El Hassouni, R. Jennane, A. Ben Hamida, H. Benali, B. Solaiman. "Advances in Computational intelligence for Multimodal Biomedical Imaging". Multimedia Tools and Applications, Springer. https://doi.org/10.1007/s11042-019-7200-9
  • R. Jennane. Proceedings of the IEEE-Image Processing Theory, Tools and Applications, 2015, ISBN: 978-1-4799-8635-4.
  • M. C. Larabi, S. Lee, M. El Hassouni, F. Morin-Nicolier, R. Jennane. "Perceptually Driven Visual Information Analysis". Journal of Electronic Imaging, 2016, doi:10.1117/1.JEI.25.6.061601
  • R. Jennane, R. Harba, A. Bonami, E. Lespessailles. Two Extensions of Fractional Brownian Motion. Application to Trabecular Bone Radiographs. Vol.: Brownian Motion: Theory, Modelling and Applications. Nova Science Publishers, pp. 291-312, 2010, ISBN : 978-1-61209-537-0.

Journal Papers

  • K. Zheng, C. Harris, R. Jennane, S. Makrogiannis, “Integrative Blockwise Sparse Analysis for Tissue Characterization and Classification”. Artificial Intelligence in Medicine, https://doi.org/10.1016/j.artmed.2020.101885.
  • Y. Nasser, R. Jennane, A. Chetouani, E. Lespessailles and M. El Hassouni, "Discriminative Regularized Auto-Encoder for Early Detection of Knee OsteoArthritis: Data from the Osteoarthritis Initiative". IEEE Transactions on Medical Imaging, DOI: 10.1109/TMI.2020.2985861.
  • R. Su, T. Liu, C. Sun, Q. Jin, R. Jennane, L. Weid. "Fusing convolutional neural network features with hand-crafted features for osteoporosis diagnoses”. Neurocompting, Elsevier, https://doi.org/10.1016/j.neucom.2019.12.083.
  • D. A. Palanivel, S. Natarajan, S. Gopalakrishnan, R. Jennane. Multifractals based Lacunarity Analysis of Trabecular Bone in Radiography”. Computers in Biology and Medicine, Elsevier, https://doi.org/10.1016/j.compbiomed.2019.103559
  • L. Yousfi, L. Houam , A. Boukrouche , E. Lespessailles , F. Ros, R. Jennane. “Texture Analysis and Genetic Algorithms for Osteoporosis Diagnosis”. International Journal of Pattern Recognition and Artificial Intelligence, https://doi.org/10.1142/S0218001420570025
  • M. Hafri, R. Jennane, H. Toumi, E. Lespessailles. A Novel 3D Dual Active Contours Approach”. Pattern Analysis and Applications, Springer, http://doi.org/10.1007/s10044-019-00796-1
  • A. Brahim, R. Jennane, R. Riad, T. Janvier, L. Khedher, H. Toumi, E. Lespessailles. A Decision Support Tool for Early Detection of Knee Osteoarthritis using X-ray Imaging and Machine Learning”. https://doi.org/10.1016/j.compmedimag.2019.01.007, Elsevier.
  • F. Boudjenouia, K. Abed-Meraim, A. Chetouani, R. Jennane. Robust Blind Multichannel Image Identification and Restoration Using Stack Decoder”. IET Image Processing, Vol 13 (3): 475, 2019.
  • A. Tafraouti, M. El Hassouni, R. Jennane. "Evaluation of Fractional Brownian Motion Synthesis Methods using the SVM Classifier". Biomedical Signal Processing and Control, Elsevier, doi.org/10.1016/j.bspc.2018.11.002
  • R. Riad, R. Jennane, A. Brahim, T. Janvier, H. Toumi, E. Lespessailles. "Texture Analysis using Complex Wavelet Decomposition for Knee Osteoarthritis Detection". Computers and Electrical Engineering, Elsevier, Vol. 68, pp. 181-191, 2018.
  • A. F. F. Alves, R. Jennane, J.R.A. Miranda, C.C.M. Freitas, N. Abdala, D.R. Pina. "Ischemic stroke enhancement using a variational model and the expectation maximization method". European Radiology, Springer, April 2018,  https://doi.org/10.1007/s00330-018-5378-2.
  • H. Oulhaj, R. Jennane, A. Amine, H. Toumi, M. El Hassouni, M. Rziza. "Study of the relative magnitude in the wavelet domain for texture characterization". Signal, Image and Video Processing, Springer, doi.org/10.1007/s11760-018-1295-8.
  • A. Singh, M. K. Dutta, R. Jennane, E. Lespessailles. "Classification of the Trabecular Bone Structure of Osteoporotic Patients using Machine Vision". Computer in Biology and Medicine, Elsevier, doi.org/10.1016/j.compbiomed.2017.10.011.
  • H. M. Harb, A. S. Desuky, A. Mohammed, R. Jennane. "Histogram of Oriented Gradients and Texture Features for Bone Texture Characterization". International Journal of Computer Applications (0975 – 8887), Vol. 165 – No.3, May 2017.
  • K. Harrar, R. Jennane, K. Zaouchi, T. Janvier, H. Toumi, E. Lespessailles. "Oriented Fractal Analysis for Improved Bone Michroarchitecture Characterization". Biomedical Signal Processing and Control, Elsevier,  https://doi.org/10.1016/j.bspc.2017.08.020.
  • T. Janvier, R. Jennane, H. Toumi, E. Lespessailles. "Subchondral Tibial Bone Texture Analysis Predicts Knee Osteoarthritis Progression: Data from The Osteoarthritis Initiative". Osteoarthritis and Cartilage, Elsevier, doi.org/10.1016/j.joca.2017.09.004.
  • Y. Taouil, E. B. Ameur, A. Benhfid, R. Harba, R. Jennane. "A Data Hiding Scheme Based on the Haar Discrete Wavelet Transform and the K-LSB". International Journal of Imaging and Robotics, Vol 17, N° 3, 2017.
  • H. Oulhaj, M. Rziza, A. Amine, H. Toumi, E. Lespessailles, M. El Hassouni, R. Jennane. "Anisotropic Discrete Dual-Tree Wavelet Transform for Improved Classification of Trabecular Bone". IEEE-Transactions on Medical Imaging, mai 2017,  Oct, 2017; Vol. 36 (10): 2077-2086. DOI: 10.1109/TMI.2017.2708988
  • S. Akkoul, A. Hafiane, O. Rozenbaum, E. Lespessailles, R. Jennane. "3D Reconstruction of the proximal femur shape from few pairs of x-ray radiographs". Signal Processing: Image Communication, Elsevier,  2017, https://doi.org/10.1016/j.image.2017.03.014
  • M. El Hassouni, A. Tafraouti, H. Toumi, E. Lespessailles, R. Jennane. "Fractional Brownian Motion and Geodesic Rao Distance for Bone X-ray Image Characterization". IEEE-JBHI, Octobre 2016, DOI: 10.1109/JBHI.2016.2619420.
  • H. Oulhaj, M. Rziza, A. Amine, H. Toumi, E. Lespessailles, R. Jennane, M. El Hassouni. "Trabecular Bone Characterization based on the circular Parametric Models". Biomedical Signal Processing and Control, Elsevier, http://dx.doi.org/10.1016/j.bspc.2016.10.009.
  • T. Janvier, R. Jennane, A. Valery, K. Harrar, M. Delplanque, C. Lelong, D. Loeuille, H. Toumi, E. Lespessailles. "Subchondral Tibial Bone Texture Analysis Predicts Knee Osteoarthritis Progression: Data from The Osteoarthritis Initiative". Osteoarthritis and Cartilage, Elsevier, 2017, https://doi.org/10.1016/j.joca.2016.10.005 
  • H. Toumi, G. Larguesh, M. Cherief, A. Batakis, R. Hambli, R. Jennane, T. M. Best, E. Lespessailles. "Implications of the Calf Musculature and Achilles Tendon Architectures for Understanding the Site of Injury". Journal of Biomechanics, Elsevier, Vol. 49, Iss. 7, pp. 1180-1185, May 2016.
  • H. Toumi, R. Hambli, T. M. Best, M. Cherief, M. Mazor, G. Larguesh, R. Jennane, E. Lespessailles. "Calf Muscle Contributions to Achilles Tendon Architectures tnd Injuries Using Finite Element Modeling". Medecine and Science in Sports & Exercices, Vol 48, Suppl 5, May 2016. DOI: 10.1249/01.mss.0000487410.15346.bf
  • K. Harrar, R. Jennane. "Quantification of Trabecular Bone Porosity on X-Ray Images". Journal of Industrial and Intelligent Information, Vol. 3, No. 4, pp. 280-285, December 2015
  • K. Harrar, R. Jennane. "Trabecular Texture Analysis Using Fractal Metrics for Bone Fragility Assessment"International Journal of Medical, Health, Biomedical, Bioengineering and Pharmaceutical Engineering, Vol: 9, No: 9, pp 618-623, 2015.
  • J. Touvier, R. Winzenrieth, H. Johansson, J. P. Roux, J. Chaintreuil, H. Toumi, R. Jennane, D. Hans, E. Lespessailles. Fracture Discrimination by Combined Bone Mineral Density (BMD) and Microarchitectural Texture Analysis”. Calcified Tissue International & Musculoskeletal Research, https://doi.org/10.1007/s00223-015-9952-1
  • Y. Gut, M. Boiret, L. Bultel, T. renaud, A. Chetouani, A.hafiane, Y. M. Ginot, R. Jennane. “Application of Chemometric Algorithms to MALDI Mass Spectrometry Imaging (MALDI MSI) of Pharmaceutical Tablets”. Journal of Pharmaceutical and Biomedical Analysis. 12/2014; https://doi.org/10.1016/j.jpba.2014.11.047
  • A. Almhdie, R. Hambli, J. Touvier, O. Rozenbaum, E. Lespessailles, R. Jennane. “Mechanical Assessment of Trabecular Bone Stiffness using Hybrid Skeleton and Finite Element Analysis”. Computer Methods in Biomechanics and Biomedical Engineering, Francis&Taylor, https://doi.org/10.1080/21681163.2014.944355
  • H. Toumi, R. Davies, M. Mazor, R. Coursier, TM. Best, R. Jennane, E. Lespessailles. “Changes in prevalence of calcaneal spurs in men & women: a random population from a trauma clinic”. BioMedicalCentral Musculoskeletal Disorders. DOI: 10.1186/1471-2474-15-87
  • A. Almhdie, O. Rozenbaum, E. Lespessailles, R. Jennane. Image Processing for the non-Destructive Characterization of Porous Media. Application to Limestones and Trabecular Bones”. Mathematics and Computers in Simulation, Elsevier, Vol 99, pp. 82-94, May 2014.
  • K. Harrar, L. Hamami, E. Lespessailles, R. Jennane. Piecewise Whittle Estimator for Bone Radiograph Characterization”. Biomedical Signal Processing and Control, Elsevier, Vol. 8, Issue 6, pp. 657-666, November 2013.
  • R. Hambli, C.L. Benhamou, R. Jennane, E. Lespessailles, W. Skali, S. Laporte, J. D. Laredo, V. Bousson, J. Zarka. Combined Finite Element Model of Human Proximal Femur Behaviour Considering Remodeling and Fracture”. IRBM, Elsevier, Vol. 34, Issue 2, pp. 191-195, April 2013.
  • E. Lespessailles, R. Jennane. Assessment of Bone Mineral Density and radiographic parameter texture at the tibial subchondral bone”. Osteoporosis International, Vol. 23, Suppl 8, pp. 871-876, November 2012.
  • L. Houam, A. Hafiane, A. Boukrouche, E. Lespessailles, R. Jennane. One Dimensional Local Binary Pattern for Bone Texture Characterization. Pattern Analysis and Applications, Springer, Volume 17, Issue 1 (2014), pp. 179-193.
  • R. Jennane, A. Almhdie, G. Aufort, E. Lespessailles. 3D Shape-Dependent Thinning Method for Trabecular Bone Characterization”. Medical Physics, Vol 39, Issue 1, pp. 168-178, Janvier 2012.
  • R. Jennane, G. Aufort, C. L. Benhamou, M. Ceylan, Yüksel Özbay, O. N. Ucan. A New Method for 3D Thinning of Hybrid Shaped Porous Media Using Artificial Intelligence. Application to Trabecular Bone. Medical Systems, Elsevier, Vol. 36, pp. 497-510, avril 2012.
  • R. Rieger, R. Hambli, R. Jennane. “Modeling of biological doses and mechanical effects on bone transduction”. Journal of theoretical biology, Elsevier, 274 (1), pp. 36-42, 2011.
  • R. Rieger, R. Hambli, R. Jennane. “A Mechanobiological Transduction Model for Bone Remodeling”. Computer Methods in Biomechanics and Biomedical Engineering, Vol. 13, Issue S1, pp. 127-128, 2010.
  • R. Rieger, R. Hambli, R.Jennane. “Integration of Bone Modeling Unit in a mechanobiological bone remodeling algorithm”. Osteoporosis International, vol. 21, suppl. 1, pp. 310 – 311, 2010.
  • A. Akgundogdu, R. Jennane, G. Aufort, C. L. Benhamou, O. N. Ucan. 3D Image Analysis and Artificial Intelligence for Bone Disease Classification”. Medical Systems, Elsevier, Vol. 34, N° 5, pp. 815-828, October 2010.
  • R. Jennane, R. Harba, G. Lemineur, S. Bretteil, A. Estrade, C. L. Benhamou. Estimation of the 3D Self-similarity Parameter of Trabecular Bone from its 2D Projection”. Medical Image Analysis, Elsevier, Vol. 11, N° 1, pp. 91-98, 2007.
  • P. Ravier, O. Buttelli, R. Jennane, P. Couratier. An EMG fractal indicator having different sensitivities to changes in force and muscle fatigue during voluntary static muscle contractions”. Electromyography and Kinesiology, Vol 15, N° 2, pp. 210-221, April 2005.
  • E. Perrin, R. Harba, I. Iribarren, R. Jennane.Piecewise Fractional Brownian Motion”. IEEE Transactions on Signal Processing, Vol. 53, N° 3, pp. 1211-1215, mars 2005.
  • E. Perrin, R. Harba, R. Jennane, I. Iribarren. Fast and exact synthesis for 1D fractional Brownian motion and fractional Gaussian noises”. IEEE Signal Processing letters, Vol. 9, N° 11, pp. 382-384, 2002.
  • R. Jennane, W. J. Ohley, S. Majumdar, G. Lemineur.Fractal Analysis of Bone X-Ray computed Microscopy Projections”. IEEE Transactions on Medical Imaging, Vol. 20, pp. 443-449, 2001.
  • C.L. Benhamou, S. Poupon, E. Lespessailles, S. Loiseau, R. Jennane, V. Siroux , W. J. Ohley, L. Pothuaud.Fractal analysis of radiographic trabecular bone texture and bone mineral density: two complementary parameters related to osteoporotic fractures”. Journal of Bone Mineral and Research Vol. 16, pp. 697-704, 2001.
  • R. Harba, R. Jennane, G. Jacquet, C. L. Benhamou.Bone Texture Radiograph Characterization by Fractal Analysi”. ITBM, Vol. 20, N° 4, pp. 207-219, 1999.
  • L. Pothuaud, E. Lespessailles, R. Harba, R. Jennane, V. Royant, E. Eynard, C. L. Benhamou.Fractal Analysis of Trabecular Bone Texture on Radiographs: Discriminant Value in Postmenopausal Osteoporosis”. Osteoporosis Int, Vol. 8, N° 12, pp 618-625, 1998.
  • E. Lespessailles, G. Jacquet, R. Harba, R. Jennane, T. Loussot, J. F. Viala, C. L. Benhamou.Anisotropy Measurement obtained by Fractal Analysis of Trabecular Bone at the Calcaneus and Radius”. Revue de Rumathisme, Vol. 63, N° 5, pp 337-343, 1996.
  • C. L. Benhamou, E. Lespessailles, G. Jacquet, R. Harba, R. Jennane, T. Loussot, D. Tourliere, W. J. Ohley.Fractal organization of trabecular bone images on calcaneus radiographs”. Journal of Bone and Mineral Research, Vol. 9, N° 12, pp 1909-1918, 1994.
  • Harba, G. Jacquet, R. Jennane, T. Loussot, C. L. Benhamou, E. Lespessailles, D. Tourliere.Determination of Fractal Scales on Trabecular Bone X-Ray Images”. Fractals, Vol. 2, N° 3, pp. 451-456, 1994.
  • C. L. Benhamou, R. Harba, E. Lespessailles, G. Jacquet, D. Tourliere, R. Jennane.Changes in Fractal Dimension of Trabecular Bone in Osteoporosis: A Preliminary Study. Fractals in Biology and Medicine, Ascona, Birkhäuser, Springer-Verlag, pp. 292-299, February 1993.  https://doi.org/10.1007/978-3-0348-8501-0_26.
  • R. Jennane, R. Harba, G. Jacquet.“Méthodes d'analyse du Mouvement Brownien Fractionnaire : théorie et résultats comparatifs”. Traitement du Signal, Vol. 18, N° 5-6, pp. 419-436, 2001.
  • R. Jennane, R. Harba, G. Jacquet.“Estimation de la Qualité des Méthodes de Synthèse du Mouvement Brownien Fractionnaire”. Traitement du Signal, Vol. 13, N° 4, pp. 289-302, 1996.

Conference Papers

  • A. Brahim, R. Riad, R. Jennane. “Knee Osteoarthritis Detection Using Power Spectral Density: Data from the OsteoArthritis Initiative”. CAIP, Salerno (Italy), Lecture Notes in Computer Sciences, Springer, August 2019
  • R. Riad, R. Jennane, H . Douzi, A. Rafiki, E. Lespessailles, M. El Hassouni. A New Complex Wavelet Relative Phase for Osteoporosis Diagnosis”. IEEE-WCCS, April 22-25, 2019, Ouarzazate, Morocco.
  • K. Zheng, R. Jennane, S. Makrogiannis. “Ensembles of sparse classifiers for osteoporosis characterization in digital radiographs”, SPIE Medical Imaging, San Digo (USA), February 16-21, 2019.
  • T. Janvier, G. Odri, R. Jennane, H.  Toumi, E.  Lespessailles. "Subchondral tibial bone texture is related with knee replacement surgery". ASBMR 2018, September 28-October 1, Sun-0519, Montreal (Canada).
  • K. Harrar, R. Jennane, K. Zaouchi, E. Lespessailles. "Discrimination of Osteopathic Patients using a Logistic Regression Model". SIVA-2018, Guelma (Algeria), 26-27 novembre 2018.
  • F. Z. Benabdallah, A. D. El Maliani, D. Lotfi, R. Jennane, M. El Hassouni. “Analysis of under-connectivity in Autism using the Minimum Spanning Tree: Application on Large Multi-Site Dataset”. IEEE-ISIVC, November 27-30, 2018, Rabat, Morocco.
  • A. Chetouani, M. El Hassouni, R. Jennane.  "Blind Stereoscopic Image Quality Assessment Using Convolutional Neural Network and Support Vector Regression". IEEE-ISIVC, November 27-30, 2018, Rabat (Morocco).
  • M. El Hassouni, A. Chetouani, R. Jennane. "A new Weighted Normal-Based Filter for 3D Denoising". IEEE-ISIVC, November 27-30, 2018, Rabat, Morocco.
  • A.F.F. Alves, A.L.M. Pavan, R. Jennane, C.C.M. Freitas, N. Abdala, J.M.C. Altemani, D.R. Pina. "A Computational Tool for Enhancing Ischemic Stroke in Computed Tomography Examinations". WC on Medical Physics and Biomedical Engineering,  3-8 juin 2018, Prague, Czech Republic.
  • A.F.F. Alves, A.L.M. Pavan, R. Jennane, J.R.A. Miranda, C.C.M. Freitas, N. Abdala, D.R. Pina. "Ischemic Stroke Enhancement in Computed Tomography Scans Using A Computational Approach". SPIE Medical Imaging, 2018, Houston, Texas, United States, doi.org/10.1117/12.2293555.

  • F. Boudjenouia, K. Abed-Meraim, A. Chetouani, R. Jennane. "Identification aveugle 2D robuste à la surestimation de l’ordre". ISPA, Mostaganem (Algeria), December 3-4, 2017.
  • F. Boudjenouia, K. Abed-Meraim, A. Chetouani, R. Jennane. "Blind Image Separation Using Composite Criteria based on Statistical Information and Sparse Representation". IEEE-IPTA 2015, Montréal (Canada), November 28 - December 1, 2017.

  •  

    H. Snoussi, T. Janvier, R. Jennane, H. Toumi, E. Lespessailles. "Segmentation of Muscle and Skeletal Tissues in HR-PQCT Images". IEEE-Biosmart, Paris-Dubai, August 30-September 1, 2017.
  • A. Brahim, L. Khedher, J. M. Gorriz, J. Ramirez, M. El Hassouni, H. Toumi, E. Lespessailles, R. Jennane. "A Proposed Computer-Aided Diagnosis System for Parkinson’s Disease Classification using 123I-FP-CIT Imaging". IEEE-ATSIP, Fès (Maroc), May 22-24, 2017.

  • Y. Nasser, M. El Hassouni, A. Brahim, H. Toumi, E. Lespessailles, R. Jennane. "Diagnosis of osteoporosis disease from bone X-ray images with Stacked Sparse Autoencoder and SVM classifier". IEEE-ATSIP, Fès (Morocco), May 22-24, 2017.
  • H. Oulhaj, M. El Hassouni, A. Amine, M. Rziza, R. Jennane. "Fully Anisotropic Morlet Transform for the Study of the Trabecular Bone Texture Variations". 32ème SAC-ACM, Marrakech (Morocco), 4-6 April 4-6, 2017.
  • M. Hafri, H. Toumi, E. Lespessailles, R. Jennane. "Dual Active Contours Model for HR-pQCT Cortical Bone Segmentation". 23ème ICPR, Cancum (Mexico), pp. 2271-2276, December 4-8, 2016.
  • F. Boudjenouia, K. Abed-Meraim, A. Chetouani, R. Jennane. "On the Use of Image Quality Measures for Image Restoration". IEEE-IPTA 2016, Oulu (Finlande), December 12th-15th, 2016.
  • M. Hafri, H. Toumi, S. Boutroy, R. Chapurlat, E. Lespessailles, R. Jennane. "Fuzzy Energy Based Active Contours Model for HR-pQCT Cortical Bone Segmentation". IEEE-ICIP 2016, Phoenix (Etats Unis), September 25-28, 2016.
  • H. Oulhaj, M. Rziza, A. Amine, R. Jennane, M. El Hassouni. "Texture Classification using Relative Phase and Gaussian Mixture Models in the Complex Wavelet Domain". IEEE-AICCSA, Agadir (Morocco), November 29-December 2, 2016.
  • F. Boudjenouia, K. Abed-Meraim, A. Chetouani, R. Jennane. "Sequential Stack Decoder for Multichannel Image Restoration". EUSIPCO-2016, Budapest (Hungary), August 29-September 2, 2016.
  • F. Boudjenouia, K. Abed-Meraim, A. Chetouani, R. Jennane. "On the use of All-at-Once Optimization Technique for Image Restoration Quality Improvement". IEEE-ICHICS, June 1-3, 2016, Kénitra (Morocco).
  • T. Janvier, R. Jennane, H. Toumi, E. Lespessailles. "Subchondral tibial texture predicts knee osteoarthritis initiation: data from the osteoarthritis initiative". ASBMR 2016, LB-SA0366, September 16-19, 2016, Atlanta (USA).
  • I. Slim, H. Akkari, A. Ben Abdallah, I. Bhouri, E. Lespessailles, R. Jennane, M. Hedi Bedoui. "Trabecular Bone Radiograph Characterization Using Lacunarity Measurement". IEEE-CGIV, March 29th  - April 1st, 2016, Beni Mellal (Morocco).
  • Z. Zoua, J. Yang, V. Megalooikonomoua, R. Jennane, E. Chenga, H. Ling. "Trabecular Bone Texture Classification Using Wavelet Leaders". SPIE Medical Imaging, February 27- March 3rd, 2016, San Diego, California (USA)
  • T. Janvier, H. Toumi, K. Harrar, E. Lespessailles, R. Jennane. "ROI Impact on the Characterization of Knee Osteoarthritis using Fractal Analysis". IEEE-IPTA 2015, Orléans (France), pp 304-308, November 10-13,  2015.
  • A. Tafraouti, M. El Hassouni, H. Toumi, E. Lespessailles, R. Jennane. "Osteoporosis Diagnosis using Steerable Pyramid Decomposition and Fractional Brownian Motion". IEEE-IPTA 2015, Orléans (France), pp 309-312, 10-13 novembre 2015.
  • A. Bettamer, A. Almhdie-Imjabber, R. Hambli, S. Allaoui, M. Mahmud, R. Jennane. "The Use of Dual-Energy X-Ray Absorptiometry Images to Evaluate The Risk of Bone Fracture". IEEE-IPTA 2015, Orléans (France), pp 319-322, November 10-13,  2015.
  • K. Harrar, R. Jennane. "Quantification of Trabecular Bone Porosity on X-Ray Images". 4th International Conference on Industrial and Intelligent Information (ICIII 2015), Rome (Italy), May 18-19, 2015.
  • T. Janvier, H. Toumi, A. Valery, L. Delsol, R. Jennane, E. Lespessailles. "Subchondral Tibial Bone Texture Analysis Predicts Knee Osteoarthritis Progression: Data from the Osteoarthritis Initiative". WCO-IOF-ESCEO, Osteoporosis International, Vol. 26, Sup. 1, Springer, Milan (Italy), March 2015.
  • A. Tafraouti, M. El Hassouni, H. Toumi, E. Lespessailles, R. Jennane. Osteoporosis Diagnosis Using Fractal Analysis and Support Vector Machine”. IEEE-SITIS, Marrakech (Maroc), November 23-27, 2014.
  • T. Janvier, H. Toumi, S. Touneki, E. Lespessailles, R. Jennane. Influence des régions d’intérêt dans l’analyse de texture pour le diagnostic de la gonarthrose”. AMINA, Monastir (Tunisie), November 13-15, 2014.
  • L. Yousfi, L. Houam, A. Boukrouche, E. Lespessailles, F. Ros, R. Jennane. Matrices de cooccurrences et algorithmes génétiques pour la caractérisation des textures osseuses”. AMINA, Monastir (Tunisie), November 13-15, 2014.
  • S. Akkoul, A Hafiane, R. Leconge, K. Harrar, E. Lespessailles, R. Jennane. 3D Reconstruction Method of the Proximal Femur and Shape Correction”. IEEE-IPTA, Paris (France), October 13-17, 2014.
  • R. Jennane, J. Touvier, M. Bergounioux, E. Lespessailles. A Variational Model for Trabecular Bone Radiograph Characterization”. IEEE-ISBI 2014, Pékin (Chine), April 28-May 2, 2014.
  • M. Khider, K. Harrar, R. Jennane, B. Haddad. Texture Analysis: A comparison between Multifractal Spectrum with Legendre Transform and the Box-Counting Method”. SIVA-2013, Guelma (Algérie), November 18-21, 2013.
  • S. Akkoul, A. Hafiane, E. Lespessailles, R. Jennane. 3D Femur Reconstruction Using X-ray Stereo Pairs”. ICIAP, Naples (Italie), September 11-13, 2013. Part II, Lecture Notes in Computer Science, Springer Verlag, pp. 91–100, 2013.
  • S. Akkoul, A. Hafiane, R. Leconge, E. Lespessailles, R. Jennane. A 2D Matching Method for Reconstruction of 3D Proximal Femur using X-Ray Images”. VISAPP, Barcelone (Espagne), pp. 353-357, February 21-24, 2013.
  • A. Bettamer, R. Hambli, S. Allaoui, A. Barkaoui, A. El Hraiech, R. Jennane. Proximal Human Femur Fracture Assessment Using Isotropic and Orthotropic Materials: a Comparative FE-Study Using Quasi Brittle Damage Models”. ECCOMAS 2012, Vienne (Autriche), September 10-14, 2012.
  • A. Bettamer, R. Hambli, S. Allaoui, A. Barkaoui, A. El Hraiech, R. Jennane. Quasi Brittle Damage Assessment Simulation Model of Cortical Bone Specimens Under Compressive Load”. ECCOMAS 2012, Vienne (Autriche), September 10-14, 2012.
  • L. Houam, A. Hafiane, A. Boukrouche, E. Lespessailles, R. Jennane. Texture Characterization Using Local Binary Pattern and Wavelets. Application to Bone Radiographs”. IEEE-IPTA 2012, Istanbul (Turquie), October 15-18, 2012.
  • K. Harrar, L. Hamami, S. Akkoul, E. Lespessailles, R. Jennane. Osteoporosis Assessment Using Multilayer Perceptron Neural Networks”. IEEE-IPTA 2012, Istanbul (Turquie), October 15-18, 2012.
  • A. S. El Hassani, M. El Hassouni, L. Houam, E. Lespessailles, R. Jennane. Texture analysis using dual tree m-band and Rényi entropy. Application to osteoporosis diagnosis on bone radiographs”. IEEE-ISBI 2012, Barcelone (Espagne), May 2-5, 2012.
  • M. Istanbullu, M. Aydin, R. Benveniste, O. N. Ucan, R. Jennane. “Early diagnosis of osteoporosis using Artificial Neural Networks and Support Vector Machines”. IEEE-Signal Processing and Communications Applications Conference, Istanbul (Turquie), April 18-20, 2012.
  • K. Harrar, L. Hamami, R. Jennane. Fractal Analysis of Bone Radiographs Correlated with Histomorphometry”. SIVA-2011, Guelma (Algérie), November 21-24, 2011.
  • A. Almhdie, O. Rozenbaum, E. Lespessailles, R. Jennane. “A new local shape classification method for trabecular bone characterization”. SIVA-2011, Guelma (Algérie), November 21-24 2011.
  • L. Houam, A. Hafiane, R. Jennane, A. Boukrouche, E. Lespessailles. “Trabecular Bone Texture Classification Using 1D LBP and Wavelet Coefficients in High-pass Bands”. SIVA-2011, Guelma (Algérie), November 21-24, 2011.
  • S. Akkoul, R. Leconge, A. Hafiane, E. Lespessailles, R. Jennane. “Stereo X-ray Reconstruction of the Proximal Femur”. SIVA-2011, Guelma (Algérie), November 21-24, 2011.
  • R. Rieger, R. Hambli, R. Jennane. “Numerical prediction of 2D trabecular architecture”. 5th European Conference of IFMBE, September14-18, 2011, Budapest (Hungary).
  • A. Almhdie, R. Jennane, O. Rozenbaum, E. Lespessailles, C. Leger. “Image Processing for Porous Media Characterization”. MAMERN, May 23-26, 2011, Saidia (Maroc).
  • B. Bakkas, H. Douzi, A. Ibhi, D. Mammass, R. Harba, R. Jennane, O. Rozenbaum. “Non-Destructive Characterization by 3D image Processing of Moroccan Meteorites”. International Conference on Multimedia Computing and Systems (ICMCS), 7-9 avril 2011, Ouarzazate (Maroc).
  • L. Houam, A. Hafiane, R. Jennane, A. Boukrouche, E. Lespessailles. “Trabecular Bone Anisotropy Characterization using 1D Local Binary Patterns”. ACIVS 2010, Sydney (Australie), December 13-16, 2010. Lecture Notes in Computer Science, Springer Verlag, pp. 105-113.
  • R. Jennane, A. Almhdie, R. Hambli, O. N. Ucan, C. L. Benhamou. “Genetic Algorithm and Image Processing for Osteoporosis Diagnosis”. IEEE-EMBC 2010, Buenos Aires (Argentine), pp. 5597-5600, September 2010.
  • R. Rieger, R. Hambli, R. Jennane.“A Mechanobiological Transduction Model for Bone Remodeling”.35ème congrès de la Société de Biomécanique, Le Mans (France), August 25-27, 2010.
  • M. Ceylan, O. N. Ucan, Y. Ozbay, R. Jennane, G. Aufort, E. Lespessailles. “Comparison of Complex Wavelet Transforms and Discrete Wavelet Transforms for Hybrid Skeletonization Approach”. IWW-2010, Istanbul (Turquie), 7-8 juin 2010.
  • R. Rieger, R. Hambli, R. Jennane. “Integration of Bone Modeling Unit in a Mechanobiological Bone Remodeling Algorithm”. International World Congress & 10th European Congress on Clinical and Economic Aspects of Osteoporosis, Florence (Italie), May 5-8, 2010.
  • R. Rieger, R. Hambli, R. Jennane. “Bone Remodeling Model Based on Mechanobiological Stimulus”. Computer Methods in Biomechanics and Biomedical Engineering, February 24-27, 2010.
  • R. Jennane, A. Akgundogdu, G. Lemineur, C. L. Benhamou, O. N. Ucan. “Artificial Intelligence For Bone Disease Classification”. ICAI-2009, Bordj Bou Arréridj (Algérie), November 15-17, 2009.
  • R. Jennane, G. Aufort, H. Lheritier, C. L. Benhamou. “Multivariable Statistical Classification of 3D Bone Microarchitecture Using Morphological and Mechanical Features”. EUSIPCO-2009, Glasgow (Scotland), pp. 1567-1561, August 2009.
  • R. Jennane, S. Akkoul, G. Aufort, R. Harba, C. L. Benhamou. “Caractérisation de milieux poreux par étude de leur géométrie 3D. Application à l'os trabéculaire. GRETSI-2007, Troyes (France), September 2007.
  • G. Aufort, R. Jennane, R. Harba, C. L. Benhamou. “Shape Classification Techniques for Discrete 3D Porous Media. Application To Trabecular Bone”. IEEE-EMBC 2007, Lyon (France), pp. 5536-5539, August 2007.
  • G. Aufort, R. Jennane, R. Harba, A. Gasser, D. Soulat, C. L. Benhamou. “Mechanical assessment of porous media using hybrid skeleton graph analysis and finite elements. Application to trabecular bone”. EUSIPCO-2007, Poznan (Pologne), Septembre 2007.
  • G. Aufort, R. Jennane, R. Harba.“A new 3D shape-dependant skeletonization method. Application to porous media”.EUSIPCO-2006, Florence (Italie), September 2006.
  • G. Lemineur, R. Harba, R. Jennane, A. Estrade.“Anisotropy Characterization of non-Stationary Grey Level Textures”. EUSIPCO, Florence (Italie), September 2006.
  • G. Aufort, R. Jennane, R. Harba, C. L. Benhamou. “Hybrid Skeleton Graph Analysis of Disordered Porous Media. Application to Trabecular Bone”. IEEE-ICASSP 2006, pp. 781-784, Toulouse (France), May 2006.
  • G. Lemineur, R. Harba, R. Jennane, T. Devers, A. Estrade, C. L. Benhamou. “The Projection Theorem for Multi-Dimensional Fractals”. IEEE-ISCCSP 2006, Marrakech (Morocco), March 2006.
  • G. Lemineur, R. Harba, R. Jennane, T. Devers, A. Estrade, C. L. Benhamou. “The Projection Theorem for Multi-Dimensional Fractals”. IEEE-ISCCSP 2006, Marrakech (Morocco), March 2006.
  • G. Aufort, R. Jennane, R. Harba, A. Gasser, D. Soulat, C. L. Benhamou. “Nouvelle approche de modélisation de milieux poreux. Application à l’os trabéculaire”. GRETSI 2005, pp. 429-432, Louvain-la-Neuve (Belgique), September 2005.
  • G. Lemineur, R. Harba, R. Jennane, A. Estrade, C. L. Benhamou.“Fractal Anisotropy Measurement of Bone Texture Radiographs”. IEEE-ISCCSP, pp. 275-278, Hammamet (Tunisie), 2004.
  • G. Lemineur, R. Harba, S. Bretteil, R. Jennane, A. Estrade, A. Bonami, C. L. Benhamou. “Relation entre la régularité de fractals 3D et celle de leurs projections 2D. Application à l’os trabéculaire”. GRETSI 2003, Vol. II, pp. 40-43, Paris (France), September 2003.
  • R. Harba, S. Bretteil, R. Jennane, I. Iribarren, E. Perrin, C. L. Benhamou. “Analyse fractale par morceaux de radiographies osseuses”. GRETSI 2003, Vol. III, pp. 359-362, Paris (France), September 2003.
  • G. Lemineur, B. Brunet-Imbault, R. Jennane, F. Peyrin, A. Bonnassie, C. L. Benhamou. “Microarchitectural properties of subchondral Trabecular bone of femoral head in osteoporosis and osteoarthritis”. Congrès ASBMR, San Antonio, 2002.
  • R. Harba, R. Jennane, E. Perrin, C. L. Benhamou. “Effets de la résolution sur l’analyse de radiographies de tissus osseux”. GRETSI, pp. 321-324, Toulouse (France), 2001.
  • E. Perrin, R. Harba, R. Jennane, I. Iribaren. “Synthèse exacte et efficace du mouvement brownien fractionnaire 1D”. GRETSI, pp. 95-98, Toulouse (France), 2001.
  • R. Jennane, R. Harba, E. Perrin, A. Bonami, A. Estrade. “Analyse de Champs browniens fractionnaires anisotropes”. GRETSI, pp. 99-102, Toulouse (France), 2001.
  • R. Jennane, R. Harba, G. Jacquet. “Synthèse précise d’images fractales”. GRETSI 1997, pp. 487-490, Grenoble (France), 1997.
  • R. Jennane, R. Harba, G. Jacquet. “Quality of Synthesis and Analysis Methods for Fractional Brownian Motion”. IEEE-DSP, pp. 307-310, Loen (Norway), 1996.
  • R. Jennane, R. Harba, G. Jacquet, T. Loussot, C. L. Benhamou, E. Lespessailles. “Caractérisation de l’Architecture Osseuse par Analyse d’Images”. Colloque Automatique et Génie Informatique, pp 325-328, Tours (France), June 1996.
  • R. Jennane, R. Harba. “Fractional Brownian Motion: A Model for Image Texture”.Conférence EUSIPCO, Vol. 3, pp. 1389-1392, Edinburgh (Scotland), September1994.
  • R. Jennane, G. Jacquet, R. Harba, T. Loussot. “Synthèse d'Images Fractales”. Coll. Automatique et Génie Informatique, pp. 357-360, Poitiers (France), June 1994.
  • C. L. Benhamou, E. Lespessailles, D. Tourliere, T. Loussot, G. Jacquet, R. Harba, R. Jennane. “Evaluation Fractale de la Microarchitecture Osseuse : Influence des ConditionsExpérimentales”. Congrès de la Société Française de Rhumatologie, pp. 713 G18, Paris (France), November 1993.
  • C. L. Benhamou, E. Lespessailles, D. Tourliere, R. Harba, G. Jacquet, T. Loussot, R. Jennane. “Dimension Fractale de l'Os Trabéculaire dans l’Ostéoporose : Etude Préliminaire”. Congrès de la Société Française de Rhumatologie, pp. 713 G17, Paris (France), November 1993.
  • E. Lespessailles, C. L. Benhamou, D. Tourliere, T. Loussot, G. Jacquet, R. Harba, R. Jennane. “Fractal Evaluation of Trabecular Bone Microarchitecture: Study of Reproductibility”. Congress ASBMR, pp. 589, Tempa Florida, September 1993.
  • C. L. Benhamou, E. Lespessailles, D. Tourliere, G. Jacquet, R. Harba, R. Jennane. “Fractal Evaluation of Trabecular Bone Microarchitecture: Comparative Study of Calcaneus and Ultradistal Radius”. Congress ASBMR, pp. 585, Tempa Florida, September 1993.
  • C. L. Benhamou, E. Lespessailles, D. Tourliere, G. Jacquet, R. Harba, R. Jennane. “Fractal Characterization of Trabecular Bone Microarchitecture: Interest of a Maximum Likelihood Estimator”. Congress ASBMR, pp. 587, Tempa Florida, September 1993.
  • G. Jacquet, R. Harba, R. Jennane, C. L. Benhamou, E. Lespessailles, D. Tourliere. “Caractérisation de la Texture Trabéculaire Osseuse par Modélisation Fractale”. GRETSI, pp. 1279-1282, Juan-Les-Pins (France), September 1993.
  • R. Jennane, T. Loussot, G. Jacquet, R. Harba, J. Dezert. “Modèle Fractal pour l'Analyse de la Texture Osseuse à Partir de Clichés Radiographiques”. Colloque Automatique et Génie Informatique, pp. 52-56, La Rochelle (France), May 1993.