Yasmina Leroul-Chenoune
Head of the "Biotech and Digital Health" Master Program and Associate Professor in Image Processing
ESME
Overview of research area
Image processing and analysis
Cardiovascular imaging
Cerebrovascular imaging
Coputer-aided diagnosis and therapy
Interventional planning and image-guided therapy
Clinical research
Short biography
Yasmina Chenoune is an associate professor at ESME engineering school of Paris since 2010. She received a M.Sc degree in Electronics, Electrical Engineering and Automatics from the Pierre et Marie Curie university of Paris VI in 2002,
a M.Sc degree of Medical and Biological Engineering in 2003 and a PhD in Engineering Sciences from the Paris EST Créteil university in 2008. From 2008 to 2010, she was a postdoctoral researcher at the 789 Inserm Unit of Laboratoire
d’Imagerie Fonctionnelle, Pierre et Marie Curie university and worked in collaboration with the Hôpital Européen Georges Pompidou of Paris. Her research interests lie on the fields of medical imaging and image processing and analysis.
She is involved in several projects that focus on diagnosis and therapeutic aid, clinical research or interventional planning and image-guided therapy.
Collaborations in progress
- Co-supervision of PhD thesis :
- Deep learning for segmentation, classification and geometric characterization of vessels, Mounir Lahlouh, CIFRE thesis with Basecamp Vascular/CReSTIC Laboratory of Reims Champagne-Ardenne University, France (2020-2023).
- Computer-aided diagnosis of Age-related Macular Degeneration on retinal OCT angiographic images by deep learning, Kawther Taibouni, with Centre Hospitalier Intercommunal de Créteil and Paris Est University, Créteil, France (2018-2022).
Publications
- M. Lahlouh, R. Blanc, M. Piotin, J. Szewczyk, N. Passat, and Y. Chenoune, Segmentation from 3D rotational angiography images by convolutional neural networks, Computer Methods and Programs in Biomedicine, 2021, under review.
- M. Lahlouh, Y. Chenoune, R. Blanc, J. Szewczyk, and N. Passat, Aortic arch anatomy characterization from MRA: a CNN-based segmentation approach, IEEE International Symposium on Biomedical Imaging (IEEE ISBI 2022), Calcutta, India, March 2022.
- K. Taibouni, A. Miere, E. Souied, E. Petit, and Y. Chenoune, Choroidal Neovascularization Screening on OCT Angiography Choriocapillaris Images by Convolutional Neural Networks, Applied Sciences, Vol. 11, Issue 19, 2021.
- A. Kedra, M. Lahlouh, E. Shotar, Y. Chenoune, L. Boistard, A. Boussac, N. Shor, J. Savatovsky, R. Hage, V. Touitou, P. Nicholson, F. Clarençon, M. Piotin, R. Blanc, and S. Lenck, Global collapse of the dural sinuses after venous stenting in idiopathic intracranial hypertension, Neurosurgery and Psychiatry, BMJ Publishing Group, In press, jnnp-2020-325717, June 2021.
- A. Fernando Pascaner, S. Houriez--Gombaud-Saintonge, D. Craiem, U. Gencer, M. Casciaro, E. Charpentier, K. Bouaou, A. De Cesare, T. Dietenbeck, Y. Chenoune, N. Kachenoura, E. Mousseaux, G. Soulat, and E. Bollache, Comprehensive assessment of local and regional aortic stiffness in patients with tricuspid or bicuspid aortic valve aortopathy using magnetic resonance imaging, International Journal of Cardiology, Elsevier, 2020.
- A. Miere, T. Le Meur, K. Bitton, C. Pallone, O. Semoun, V. Capuano, D. Colantuono, K. Taibouni, Y. Chenoune, P. Astroz, S. Berlemont, E. Petit, and E. Souied, Deep Learning-Based Classification of Inherited Retinal Diseases Using Fundus Autofluorescence, Journal of Clinical Medicine, Vol. 9, No 10, pp. 3303, 2020.
- Y. Chenoune, O. Tankyevych, F. Li, M. Piotin, R. Blanc, and E. Petit, Three-dimensional segmentation and symbolic representation of cerebral vessels on 3DRA images of arteriovenous malformations, Computers in Biology and Medicine, Vol. 115, Article number 103489, 2019.
- S. Houriez--Gombaud-Saintonge, E. Mousseaux, I. Bargiotas, A. De Cesare, T. Dietenbeck, K. Bouaou, A. Redheuil, G. Soulat, A. Giron, U. Gencer, D. Craiem, E. Messas, E. Bollache, Y. Chenoune, and N. Kachenoura, Comparison of Different Methods for the Estimation of Aortic Pulse Wave Velocity from 4D Flow MRI Data, Journal of Cardiovascular Magnetic Resonance, 2019.
- A. Pascaner, S. Houriez--Gombaud-Saintonge, G. Soulat, U. Gencer, T. Dietenbeck, Y. Chenoune, N. Kachenoura, E. Mousseaux, D. Craiem, and E. Bollache, 129 Arterial Stiffness in Bicuspid or Tricuspid Aortic Valve Aortopathy Using Magnetic Resonance Imaging: Crossing the Physical and Hemodynamic limits?, Artery Research, Vol. 25, Issue Supplement 1, pp. S170 - S170, 2019.
- S. Houriez--Gombaud-Saintonge, A. Pascaner, G. Soulat, U. Gencer, T. Dietenbeck, D. Craiem, E. Bollache, Y. Chenoune, E. Mousseaux, and N. Kachenoura, P123 Beyond Diameters, Flow Hemodynamics Quantified by Magnetic Resonance Imaging to Help Characterizing Aneurysmal Aorta, Artery Research, Vol. 25, Issue Supplement 1, pp. S163 - S163., 2019.
- K. Taibouni, Y. Chenoune, A. Miere, D. Colantuono, E. Souied, and E. Petit, Automated Quantification of Choroidal Neovascularization on Optical Coherence Tomography Angiographic images, Computers in Biology and Medicine, Vol. 114, 2019, Article number 103450.
- S. Houriez--Gombaud-Saintonge, A. Pascaner, G. Soulat, U. Gencer, T. Dietenbeck, D. Craiem, E. Bollache, Y. Chenoune, E. Mousseaux, and N. Kachenoura, Characterization of Aortic Blood Flow Changes in Normal and Pathological Dilatation: Input of 4-Dimensional Flow Magnetic Resonance Imaging, Computing in Cardiology (CinC), Singapor, September 2019.
- S. Houriez--Gombaud-Saintonge, A. Pascaner, G. Soulat, U. Gencer, T. Dietenbeck, D. Craiem, E. Bollache, Y. Chenoune, E. Mousseaux, and N. Kachenoura, Apport de l’étude des flux en IRM de vélocimétrie 4D pour la caractérisation de la dilatation aortique, Recherche en Imagerie et Technologies de la Santé, (RITS), Tours, France, May 2019.
- K. Taibouni, Y. Chenoune, A. Miere, E. Souied, and E. Petit, Analyse d’images rétiniennes OCTA par apprentissage profond pour le dépistage automatique de la DMLA, Recherche en Imagerie et Technologies pour la Santé (RITS), Tours, France, May 2019.
- S. Houriez--Gombaud-Saintonge, E. Bollache, G. Soulat, Y. Alattar, J. Lamy, T. Dietenbeck, A. De Cesare, A. Giron, K. Bouaou, U. Gencer, A. Redheuil, E. Mousseaux, Y. Chenoune, and N. Kachenoura, Evaluation of Left Ventricular Diastolic Function Using 4D Flow Magnetic Resonance Imaging, Computing in Cardiology (CinC), Maachtricht, The Netherlands, September 2018.
- C. Chahine, C. Lagorre, Y. Chenoune, R. El Berbari, Z. El Fawal, and E. Petit, Information fusion for unsupervised image segmentation using stochastic watershed and Hessian matrix, IET Image Processing, Vol. 12, Issue 4, pp. 525-531, 2017.
- S. Houriez--Gombaud-Saintonge, E. Mousseaux, I. Bargiotas, A. De Cesare, T. Dietenbeck, K. Bouaou, A. Redheuil, G. Soulat, U. Gencer, D. Craiem, Y. Chenoune, and N. Kachenoura, The Assessment of Aortic Pulse Wave Velocity Using 4D Flow Magnetic Resonance Imaging: Methods Comparison, Computing in Cardiology, Rennes, France, September 2017.
- F. Li, O. Tankyevych, Y. Chenoune, R. Blanc, and E. Petit, Symbolic Representation of Brain Vascular Network with ArterioVenous Malformations from 3DRA Images, 37th Annual Conference on the IEEE Engineering in Medicine and Biology Society (EMBS), Vol. 2015, pp. 662-665, Milano, Italy, August 2015.
- F. Li, Y. Chenoune, M. Ouenniche, R. Blanc, and E. Petit, Segmentation and reconstruction of cerebral vessels from 3d rotational angiography for AVM embolization planning, 36th Annual Conference on the IEEE Engineering in Medicine and Biology Society (EMBS), Vol. 2014, pp. 5522–5, May 2014.
- F. Li, Y. Chenoune, and R. Blanc, Segmentation 2D et suivi d’un vaisseau cérébral à partir d’images 3DRA, Recherche en Imagerie et Technologies pour la Santé, (RITS), Bordeaux, France, April 2013.
- H. Sarieddeen, R. El Berbari, S. Imad, J. Abdel Baki, M. Hamad, R. Blanc, A. Nakib, and Y. Chenoune, Image Clustering Framework for BAVM Segmentation in 3DRA Images: Performance Analysis, XXXIVth International Conference on Digital Image Processing (ICDIP 2013), Vol. 7, No. 1, pp. 638-642, Dubai, Arab Emirates, January 2013.
- Y. Chenoune, C. Pellot-Berakat, C. Constantinides, R. El Berbari, M. Lefort, E. Roullot, E. Mousseaux, and F. Frouin, Methodology for Jointly Assessing Myocardial Infarct Extent and Regional Contraction in 3D-CMRI, IEEE Transactions on Biomedical Engineering, 59(9):2650-9, 2012.
- B. Romain, O. Lucidarme, J. Dauguet, S. Mulé, N. Souedet, Y. Chenoune, A. Guibal, T.Delzescaux, and F. Frouin, Registration and functional analysis of CT dynamic image sequences for the follow-up of patients with hepatic tumors undergoing antiangiogenic therapy, IRBM 2010, Vol. 31, Issues 5-6, pp. 263-270, 2010.
- Y. Chenoune, C. Constantinides, R. El Berbari, E. Roullot, F. Frouin, A. Herment, and E. Mousseaux, Rigid Registration of Delayed-Enhancement and Cine Cardiac MR Images using 3D Normalized Mutual Information, Computing in Cardiology’10, Belfast, United Kingdom 2010, Vol. 37, pp. 161-164, September 2010.
- Y. Chenoune, C. Constantinides, E. Roullot, E. Mousseaux, and F. Frouin, Segmentation et Recalage 3D d’IRM Cardiaques pour la Quantification Automatique du Rehaussement Tardif, GRETSI, 2011.
- C. Constantinides, Y. Chenoune, E. Mousseaux, F. Frouin, and E. Roullot, Automated Heart Localization for the Segmentation of the Ventricular Cavities on Cine Magnetic Resonance Images, Computing in Cardiology’10, Vol. 37, pp. 911-914, Belfast, United Kingdom, September 2010.
- C. Constantinides, R. El Berbari, A. De Cesare, Y. Chenoune, E. Roullot, A. Herment, E. Mousseaux, and F. Frouin, Développement et Evaluation d’un Algorithme de Segmentation Automatisée des Ventricules Gauche et Droit sur des Images Ciné d’IRM, IRBM 2009, Vol. 30, Issue 4, pp. 188-191, 2009.
- C. Constantinides, Y. Chenoune, N. Kachenoura, E. Roullot, E. Mousseaux, A. Herment, and F. Frouin, Semi-Automated Cardiac Segmentation on Cine Magnetic Resonance Images using GVF-Snake Deformable Models, International Conference on Medical Image Computing and Computer Assisted Interventions 2009 (MICCAI’09), The MIDAS Journal - Cardiac MR Left Ventricle Segmentation Challenge, London, UK, September 2009.
- W. Tfaili, Y. Chenoune, Y. Bouaoune, E. Petit, and P. Siarry, Optimisation de l’Information Mutuelle en Recalage d’Images par l’Algorithme de Colonies de Fourmis CANDO, Proceedings du 9ème congrès de la Société Française de Recherche Opérationnelle et d'Aide à la Décision (ROADEF'08), pp. 417-418, Clermont-Ferrand, February 2008.
- Y. Chenoune, Y. Bouaoune, E. Deléchelle, E. Petit, J. Garot, and A. Rahmouni, MR/CT multimodal registration of short-axis slices in CT volumes, 29th Annual International Conference of IEEE Engineering in Medicine and Biology Society, (EMBS’07), pp. 4496-4499, Lyon, France, August 2007.
- Y. Chenoune, E. Deléchelle, E. Petit, J. Garot, T. Goissen, and A. Rahmouni, Segmentation of Cardiac Cine-MR Images and Myocardial Deformation Assessment using Level Set Methods, Computerized Medical Imaging and Graphics (CMIG), Vol. 29, Issue 8, pp. 607-616, 2005.
- Y. Chenoune, E. Deléchelle, E. Petit, J. Garot, and A. Rahmounix, Validation by the HARP method of a New Algorithm to Assess Left Ventricular Deformation on Standard Cine-MRI, IEEE Computers in Cardiology 2005, Vol. 32, pp. 403−406, Lyon, France, September 2005.
- S. Randrianarisolo, E. Deléchelle, E. Petit, Y. Chenoune, J. Garot, and A. Rahmouni, Evaluation des Déformations du Myocarde sur des Séquences Temporelles d’Images IRM par Estimation Contrainte du Flot Optique, 20ème colloque GRETSI, Louvain-la-Neuve, France, September 2005.