Yann GAVET
- Email gavet@mines-stetienne.fr
- Phone +33 4 77 42 01 70
- Capacity Enseignant-chercheur
- Centre Centre for Chemical Engineering -
- Department Powder Science and Technology (PMMG)
- Site Campus of Saint-Étienne
158, cours Fauriel, Saint-Étienne - Office C3-22
- Skills
image processing, linux, augmented reality
C/C++, python, matlab, OpenCL - Research Topics
Modelisation and simulation of surfaces, mosaics and textures
Voronoi diagrams are classically used to model mosaic patterns (like grains or cells). In the CorImMo 3D project (ANR TecSan 2012), the study of random fields allows us to randmly determine germs as well as distances to generate a spatial partition of the 2D or 3D space. The concepts and tools are based on:
• random fields theory (covariance function, statistical moments including the skewness and kurtosis)
• integral geometry (e.g., Minkowski functionals: area, perimeter and connectivity number for 2D fields; volume, surface area, mean breadth and connectivity number for 3D fields)
• and mathematical morphology (e.g., openings and closures, skeletons, watersheds, granulometry).
Mosaics
The corneal endothelium is constituted of non-regenerative cells. We have proposed:
• Segmentation methods based on human visual properties (Gestalt and Marr theories)
• Segmentation evaluation tool, called epsilon dissimilarity criterion, tolerant to visual and spatial variations
• 3D Reconstruction method (shape from focus), applied to corneal endothelium.
CoLIP: Color Logarithmic Image Processing
The Color Logarithmic Image Processing (CoLIP) is a recently introduced (2011) extension of the LIP mathematical framework based on abstract linear mathematics which provides a set of specific algebraic and functional operations that can be applied to the processing of color images valued in a bounded range. The CoLIP approach has been proved to be psycho-physically consistent with several laws and characteristics of the human color perception.
Successful applications have been reported on the white balance correction in color images. - Teaching Areas
Introduction to C programming, Signal Processing (L3)
Introduction to image processing (M1), advanced image processing (M2), High Performance Computing (openmp, openCL).
Taught in French and/or English - Biography
His research is at the crossroad of mathematics (for the scientific background), physics (for the image formation rules), computer engineering (for testing and constructing the practical solutions) and the application fields.
- Education
Engineer, 2001
Master thesis in image processing, 2004
PhD thesis in image processing, 2008
Habilitation 2015 - Career History
Assistant Professor
Leader of the CorImMo3D project (ANR 2012, 650 K€)4 months (2017) detachment in Thalès-Angénieux, Saint-Heand, France.
formerly: IT developer for CNES (Space French Agency)
Contact
Domains
- Engineering Sciences [physics]/Chemical and Process Engineering50
- Computer Science [cs]/Signal and Image Processing43
- Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV]26
- Computer Science [cs]/Modeling and Simulation25
- Engineering Sciences [physics]/Signal and Image processing25
- Physics [physics]/Mathematical Physics [math-ph]9
- Computer Science [cs]/Image Processing [eess.IV]5
- Computer Science [cs]5
- Engineering Sciences [physics]5
- Life Sciences [q-bio]/Bioengineering/Imaging4
- Computer Science [cs]/Artificial Intelligence [cs.AI]2
- Computer Science [cs]/Computational Geometry [cs.CG]2
- Computer Science [cs]/Medical Imaging2
- Computer Science [cs]/Discrete Mathematics [cs.DM]1
- Computer Science [cs]/Data Structures and Algorithms [cs.DS]1
- Computer Science [cs]/Machine Learning [cs.LG]1
- Computer Science [cs]/Neural and Evolutionary Computing [cs.NE]1
- Mathematics [math]/Probability [math.PR]1
- Physics [physics]/Mechanics [physics]/Biomechanics [physics.med-ph]1
- Life Sciences [q-bio]/Cellular Biology/Subcellular Processes [q-bio.SC]1
- Life Sciences [q-bio]/Human health and pathology/Sensory Organs1
- Engineering Sciences [physics]/Materials1
- Engineering Sciences [physics]/Mechanics [physics.med-ph]/Biomechanics [physics.med-ph]1
- Statistics [stat]/Machine Learning [stat.ML]1
Keywords
- Dropwise condensation9
- Image processing7
- Human corneal endothelium4
- Image analysis4
- CoLIP3
- Corneal endothelium3
- Dissimilarity criterion3
- Ellipsoidal droplets3
- Granulometry3
- Modeling3
- Numerical simulation3
- Textured surfaces3
- Analytical models2
- Chromaticity diagram2
- Color Logarithmic Image Processing2
- Color logarithmic image processing2
- Convolutional Neural Networks CNN2
- Cornea endothelium2
- Deep Learning2
- Digital twins2
- Donor corneas2
- Endothelial cell density2
- Endothelial cell density ECD2
- Focus measurement2
- Human retina2
- Human visual perception2
- Image registration2
- Image segmentation2
- Image-analysis2
- Morphometry2
- Méthode de Bland Altman2
- Quality control2
- SOEC2
- SOFC2
- Solid modeling2
- Spatial distribution2
- Specular microscope2
- Textured surface2
- Three-dimensional displays2
- Time-Series Classification TSC2
- X-ray tomography2
- 3D analysis1
- 3D microstructure model1
- 3D microstructuring1
- Abstract linear space1
- Aggregates1
- Algebraic framework1
- Algorithm1
- Algorithme de segmentation1
- Analyse d'image1
- Application example1
- Area density1
- Autofocusing1
- Automated delineation of cell boundaries1
- Bag of features BoF1
- Border methods1
- CORNEAL ENDOTHELIUM1
- Cell Segmentation1
- Cell count1
- Cell count strategies1
- Cell density1
- Cell detection1
- Cell morphology1
- Cell-centre method1
- Cell-density1
- Cellules hexagonales1
- Center methods1
- Coefficient de variation de surface cellulaire CV1
- Coefficient of variation CV1
- Contact1
- Contour closure1
- Contour-region duality1
- Cornea1
- Corneal Endothelium1
- Corneal endothelial cells1
- Corneal endothelial mosaic1
- Corneal organ culture1
- Corneal storage1
- Corneal transplantation1
- Cornées1
- Critère de dissimilarité1
- Curvature Analysis Method1
- DENSITY1
- Deep learning1
- Deformable models1
- Dense transformation1
- Densité cellulaire endothéliale1
- Densité cellulaire endothéliale DCE1
- Diabetic Retinopathy1
- Diffraction Laser1
- Digital1
- Dissimilarity criteria1
- Distances1
- Distortion1
- Distortion detection1
- Distribution des tailles des particules1
- Drone detection1
- Drone tracking1
- Drop-size distribution function1
- Droplets Recognition1
Authors
- Gavet Yann63
- Pinoli Jean-Charles20
- Debayle Johan17
- Boroomandi Barati Solmaz11
- Valette Stéphane11
- Pinoli Jean-Charles11
- Thuret Gilles9
- Gain Philippe9
- Deb-Joardar Nilanjana8
- Thuret Gilles8
- Gain Phillipe6
- Acquart Sophie5
- Moussaoui Hamza5
- Zhao Min5
- Fernandes Mathieu5
- Peoc'H Michel4
- Cloetens Peter4
- Laurencin Jérôme4
- Delette Gérard4
- Bernard Aurelien4
- Dumollard Jean-Marc3
- Garraud Olivier3
- Nguyen Frédéric3
- Pionnier Nicolas3
- Théodon Léo3
- Maugery Jean3
- Rannou Klervi3
- He Zhiguo3
- Bentamou Abdelouahid2
- Bottenmuller Antoine2
- Defreyn Alexandre2
- Gauthier Anne-Sophie2
- Hatami Nima2
- Hélène Martin2
- Messai Oussama2
- Tobón Vélez Daniel2
- Zein-Eddine Abbass2
- Hubert Maxime2
- Frances Christine2
- Hui Zhao2
- Ahmad Ola Suleiman2
- Klossa Jacques2
- Fernandes Mathieu2
- Tourbin Mallorie2
- Hor Guillaume2
- Caroline Urrea1
- Caunes Andrew1
- Chavarin Patricia1
- Crozier Thomas1
- Dussy Lachaud Eloi1
- Egelhoffer Harald1
- El Amri Hatem1
- Gain Philippe1
- Garcin Anne-Frédérique1
- Germain Natacha1
- Hamieh Ali1
- Hanielle Vaitinadapoulle1
- Hubert Maxime1
- Jumelle Clothile1
- Le Bihan Tristan1
- Manissolle Chloé1
- Manoli Pierre1
- Martin Helene1
- Mascarelli Frederic1
- Maugery J.1
- Millot Luc1
- Moussa Olfa Ben1
- Pataia Giacomo1
- Penaud-Polge Valentin1
- Peoch Michel1
- Pereira S.1
- Piselli Simone1
- Rabiet Victor1
- Robert Pierre-Yves1
- Ronin Caroline1
- Sharma R.K.1
- Sharma Rakesh1
- Theilliere C.1
- Thibaud Garcin1
- Thomas Justin1
- Yäel Glasson1
- Hatami Nima1
- Etienne Samuel1
- Coufort-Saudejaud Carole1
- Fischer Marc1
- Guerrero Patricio1
- Martin Sylvain1
- Favergeon Loïc1
- Geringer Jean1
- Estour Bruno1
- Gouinaud Hélène1
- Laurencin Jean-Paul1
- Naigeon Nicolas1
- Crouzet Emmanuel1
Journals
- Journal Français d'Ophtalmologie4
- Innovation and Research in BioMedical engineering3
- British Journal of Ophthalmology2
- Investigative Ophthalmology & Visual Science2
- Image Analysis & Stereology1
- American Journal of Ophthalmology1
- Applied Thermal Engineering1
- International Journal of Biomedical Imaging1
- Cell and Tissue Banking1
- Chemical Engineering Science1
- Computational Materials Science1
- Pattern Analysis and Applications1
- International Journal of Thermal Sciences1
- Journal of Mathematical Imaging and Vision1
- Journal of Microscopy1
- Journal of Power Sources1
- Machine Vision and Applications1
- Medical Image Analysis1
- Powder Technology1
- Proceedings of SPIE, the International Society for Optical Engineering1
- Journal of Electronic Imaging1
- International Journal of Mathematical Models and Methods in Applied Sciences1
- International Journal of Circuits, Systems and Signal Processing1
- ***1
Year of production
Institutions
- Université Jean Monnet - Saint-Étienne32
- Institut National de la Santé et de la Recherche Médicale26
- CIS25
- Ecole Nationale Supérieure des Mines de St Etienne25
- Centre Hospitalier Universitaire de Saint-Etienne [CHU Saint-Etienne]14
- École Centrale de Lyon9
- École Nationale des Travaux Publics de l'État9
- Ecole Nationale d'Ingénieurs de Saint Etienne9
- SPIN9
- Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche6
- Université Claude Bernard Lyon 15
- Commissariat à l'énergie atomique et aux énergies alternatives5
- Université Savoie Mont Blanc5
- European Synchrotron Radiation Facility4
- EFS4
- Université Toulouse III - Paul Sabatier3
- Université Grenoble Alpes [2016-2019]3
- Institut National Polytechnique (Toulouse)3
- Laboratory of Functional Materials, School of Chemistry and Materials Science2
- Université de Limoges2
- Institut National des Sciences Appliquées - Toulouse1
- Institut National des Sciences Appliquées de Lyon1
- Ecole Nationale Supérieure de Céramique Industrielle1
- Ministère de la santé1
- Génomique, Environnement, Immunité, Santé, Thérapeutique1
- Etablissement Français du Sang1
- Institut de Chimie - CNRS Chimie1
- Tribvn1
- Cytoo SA1
- Trybvn1
- Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement1
Laboratories
- Laboratoire Georges Friedel42
- Centre Sciences des Processus Industriels et Naturels40
- Centre Ingénierie et Santé25
- Laboratoire des Procédés en Milieux Granulaires20
- Département Imagerie et Morphologie13
- Service d’Ophtalmologie [CHU Saint-Etienne]13
- Biologie, Ingénierie et Imagerie pour l'Ophtalmologie12
- Département PROcédés Poudres, Interfaces, Cristallisation et Ecoulements9
- Laboratoire de Tribologie et Dynamique des Systèmes9
- Département Imagerie et Statistiques7
- Institut universitaire de France6
- Surfaces et Tissus Biologiques5
- Laboratoire d'Innovation pour les Technologies des Energies Nouvelles et les nanomatériaux5
- Etablissement Français du Sang4
- Institut de biologie et chimie des protéines [Lyon]4
- Laboratoire de Génie Chimique3
- Department of Pathology3
- Laboratory of Functional Materials, School of Chemistry and Materials Science2
- Groupe Immunité des Muqueuses et Agents Pathogènes2
- Département de pathologie2
- Service de neuropathologie2
- Toulouse Biotechnology Institute1
- Science des Procédés Céramiques et de Traitements de Surface1
- Etablissement Français du Sang1
- Service d'Endocrinologie de l'adulte1
- Centre de Recherche en Acquisition et Traitement de l'Image pour la Santé1
- Tribvn1
- Etablissement français du sang, Auvergne-Loire [Saint-Etienne]1
- CEA Le Ripault1
- Auvergne-Loire Regional Blood Bank (EFS Auvergne-Loire), Saint-Etienne1
- Biologie moléculaire et cellulaire des microorganismes1
Research team
- Hamza Moussaoui, Jérôme Laurencin, Yann Gavet, Gérard Delette, Maxime Hubert, et al.. Stochastic geometrical modeling of solid oxide cells electrodes validated on 3D reconstructions. Computational Materials Science, 2018, 143, pp.262-276. ⟨10.1016/j.commatsci.2017.11.015⟩. ⟨hal-01655845⟩
- Nima Hatami, Yann Gavet, Johan Debayle. Classification of Time-Series Images Using Deep Convolutional Neural Networks. Proceedings of SPIE, the International Society for Optical Engineering, 2018, 10696, pp.UNSP 106960Y. ⟨10.1117/12.2309486⟩. ⟨hal-01869027⟩
- Solmaz Boroomandi Barati, Jean-Charles Pinoli, Stéphane Valette, Yann Gavet. Mathematical model of dropwise condensation on textured surfaces. Khashayar SALEH. 9e Colloque Science et Technologie des Poudres - STP 2018, Jul 2018, Compiègne, France. , Actes_STP2018, pp.99. ⟨hal-01851661⟩
- Martin Hélène, Solmaz Boroomandi Barati, Nicolas Pionnier, Jean-Charles Pinoli, Stéphane Valette, et al.. Segmentation of gray scale images of dropwise condensation on textured surfaces. International Journal of Circuits, Systems and Signal Processing, 2018, 12, pp.339 à 348. ⟨hal-01919137⟩
- Klervi Rannou, Gilles Thuret, Phillipe Gain, Jean-Charles Pinoli, Yann Gavet. A novel quantitative methodology for age evaluation of the human corneal endothelium. QCAV 2017 - 13th International Conference on Quality Control by Artificial Vision, Technical Committee on Industrial Application of Image Processing, Japan Society for Precision Engineering; Chuo University, May 2017, Tokyo, Japan. pp.103381D, ⟨10.1117/12.2263670⟩. ⟨hal-01928564⟩
- Solmaz Boroomandi Barati, Jean-Charles Pinoli, Yann Gavet, Stéphane Valette. Differential and average approaches to Rose and Mei dropwise condensation models. International Journal of Mathematical Models and Methods in Applied Sciences, In press, 11, pp.40 à 46. ⟨hal-01507666⟩
- Solmaz Boroomandi Barati, Jean-Charles Pinoli, Stéphane Valette, Yann Gavet. Random and geometric model of droplets nucleation on textured surfaces. Séminaire LABEX MANUTECH-SISE, EQUIPEX MANUTECH-USD; LABEX MANUTECH-SISE, Oct 2017, Marcoux, France. ⟨hal-01924135⟩
- Helene Martin, Solmaz Boroomandi Barati, Jean-Charles Pinoli, Stéphane Valette, Yann Gavet. Recognition the droplets in gray scale images of dropwise condensation on pillared surfaces. 7th International Conference on Computer Science, Engineering & Applications (ICCSEA 2017), Academy & Industry Research Collaboration Center (AIRCC), Sep 2017, Copenhague, Denmark. pp.115 à 126, ⟨10.5121/csit.2017.71109⟩. ⟨hal-01634524⟩
- Clothile Jumelle, Garcin Thibaud, Anne-Sophie Gauthier, Glasson Yäel, Aurelien Bernard, et al.. Considering 3D topography of endothelial folds to improve cell count of organ cultured corneas. Cell and Tissue Banking, 2017, 18 (2), pp.185 à 191. ⟨10.1007/s10561-017-9624-7⟩. ⟨hal-01609175⟩
- Hamza Moussaoui, Johan Debayle, Yann Gavet, Gérard Delette, Maxime Hubert, et al.. 3D geometrical characterization and modelling of solid oxide cells electrodes microstructure by image analysis. Thirteenth International Conference on Quality Control by Artificial Vision 2017 (QCAV 2017), Chuo University, May 2017, Tokyo, Japan. pp.1033804, ⟨10.1117/12.2264376⟩. ⟨hal-01526466⟩