IMAGeS team: IMages, leArning, Geometry and Statistics

Difference between revisions of "Christian Heinrich"

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(Replaced content with "fr:Christian Heinrich Professor <br> ICube - IMAGeS<br> Pôle API<br> 300, Bd Sébastien Brant<br> BP 10413<br> 67412 Illkirch CEDEX - France<br> <br> Room: C 209<br>...")
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Room: C 209<br>
 
Room: C 209<br>
 
Tel: 03 68 85 44 88<br>
 
Tel: 03 68 85 44 88<br>
Fax: 03 68 85 44 45<br>
 
 
<br>
 
<br>
 
Email : christian (dot) heinrich (at) unistra (dot) fr
 
Email : christian (dot) heinrich (at) unistra (dot) fr
 
<P>
 
<P>
 +
<br> For more information, please see the page in French.
 
<br>
 
<br>
<big>'''Teaching'''</big> <br>
 
Signal processing, probability, inverse problems. <br> Courses taught at Telecom Physique Strasbourg.
 
</P>
 
<P>
 
<br>
 
<big>'''Current research activity'''</big><br>
 
* High-dimensional statistics and machine learning for medical image analysis. <br> Application to diffusion-weighted MRI data analysis. <br> In collaboration with Félix Renard (AGIM lab, Grenoble).
 
 
* Inverse problems and machine learning for computational microscopy.  <br>  Application to polarimetric imaging and biological tissue analysis. <br> In collaboration with Jihad Zallat (TRIO team, ICube). <br> Ongoing PhD thesis: A. Bozhok, ''Plenoptic tomography for 3D microscopy'', University of Strasbourg, 2016-2019.
 
 
* Recent co-advised theses: <br> F. Renard, ''Création et utilisation d'atlas en IRM de diffusion. Application à l'étude des troubles de la conscience.'', PhD Thesis, University of Strasbourg, 2011. <br> G. Sfikas, ''Modèles statistiques non linéaires pour l'analyse de formes. Applications à l'imagerie cérébrale.'', PhD Thesis, University of Strasbourg, 2012. <br> Th. Gkamas, ''Modélisation statistique de tenseurs d'ordre supérieur en imagerie par résonance magnétique de diffusion.'', PhD Thesis, University of Strasbourg, 2015.
 
 
<br>
 
<big>'''Main current responsibilities'''</big><br>
 
: Responsable (avec Jacques Gangloff, ICube-AVR) du master IRIV (''Imagerie, Robotique et Ingénierie pour le Vivant'').
 
: Responsable de l'option ''Images, Signaux et Science des Données'' (ISSD) (troisième année, Télécom Physique Strasbourg).
 
: Responsable du parcours ''Images et Données'' (ID), master 2 IRIV.
 
<big><br>'''Bio'''</big><br>
 
: Electrical engineering degree (Supélec, 1990)
 
: PhD degree (Signal Processing, Université Paris-Sud, Orsay, 1997)
 
: Agregation degree (Applied Physics, 1998)
 
: Habilitation degree (University of Strasbourg, 2008)
 
: Professor (CNU 61, University of Strasbourg, since 2010)
 
</P>
 
<big><br>'''Selected publications'''</big><br>
 
* Ch. Heinrich, J. Rehbinder, A. Nazac, B. Teig, A. Pierangelo, J. Zallat, Mueller polarimetric imaging of biological tissues: classification in a decision-theoretic framework, ''Journal of the Optical Society of America A'', vol. 35, n. 12, pp. 2046-2057, 2018
 
* M. Karnoukian, S. Faisan, Ch. Heinrich, A. Lallement, J. Zallat, Segmentation of Mueller matrix images under non-uniform illumination, ''Optics Express'', vol. 23, n. 14, pp. 18218-18235, 2015.
 
* S. Faisan, Ch. Heinrich, G. Sfikas, J. Zallat, Estimation of Mueller matrices using non-local means filtering, ''Optics Express'', vol. 21, n. 4, pp. 4424-4438, 2013
 
* S. Achard, C. Delon-Martin, P. Vertes, F. Renard, M. Schenck, F. Schneider, Ch. Heinrich, S. Kremer, E. Bullmore, Hubs of brain functional networks are radically reoarganized in comatose patients, ''Proceedings of the National Academy of Sciences of the United States of America'', vol. 109, n. 50, pp. 20608-20613, 2012
 
* S. Faisan, Ch. Heinrich, F. Rousseau, A. Lallement, J. Zallat, Joint filtering estimation of Stokes vector images based on a nonlocal means approach, ''Journal of the Optical Society of America A'', vol. 29, n. 9, pp. 2028-2037, 2012
 
* V. Noblet, Ch. Heinrich, F. Heitz, J.-P. Armspach, An efficient incremental strategy for constrained groupwise registration based on symmetric pairwise registration, ''Pattern Recognition Letters'', vol. 33, n. 3, pp. 283-290, 2012
 
* S. Chatelin, C. Deck, F. Renard, S. Kremer, Ch. Heinrich, J.-P. Armspach, R. Willinger, Computation of axonal elongation in head trauma finite element simulation, ''Journal of the Mechanical Behavior of Biomedical Materials'', vol. 4, n. 8, pp. 1905-1919, 2011
 
* G. Sfikas, Ch. Heinrich, J. Zallat, Ch. Nikou, N. Galatsanos, Recovery of polarimetric Stokes images by spatial mixture models, ''Journal of the Optical Society of America A'', vol. 28, n. 3, pp. 465-474, 2011
 
* R. Ranta, V. Louis-Dorr, Ch. Heinrich, D. Wolf, F. Guillemin, Digestive activity evaluation by multichannel abdominal sounds analysis, ''IEEE Transactions on Biomedical Engineering'', vol. 57, n. 6, pp. 1507-1519, 2010
 
* G. Sfikas, Ch. Nikou, N. Galatsanos, Ch. Heinrich, Spatially varying mixtures incorporating line processes for image segmentation, ''Journal of Mathematical Imaging and Vision'', vol. 36, n. 2, pp. 91-110, 2010
 
* V. Noblet, Ch. Heinrich, F. Heitz, J.-P. Armspach, Accurate inversion of 3-D transformation fields, ''IEEE Transactions on Image Processing'', vol. 17, n. 10, pp. 1963-1968, 2008
 
* J. Zallat, Ch. Heinrich, M. Petremand, A Bayesian approach for polarimetric data reduction: the Mueller imaging case, ''Optics Express'', vol. 16, n. 10, pp. 7119-7133, 2008
 
* J. Zallat, Ch. Heinrich, Polarimetric data reduction: a Bayesian approach, ''Optics Express'', vol. 15, n. 1, pp. 83-96, 2007
 
* V. Noblet, Ch. Heinrich, F. Heitz, J.-P. Armspach, Retrospective evaluation of a topology preserving non-rigid registration method, ''Medical Image Analysis'', vol. 10, n. 3, pp. 366-384 2006
 
* R. Ranta, V. Louis-Dorr, Ch. Heinrich, D. Wolf, Iterative wavelet-based denoising methods and robust outlier detection, ''IEEE Signal Processing Letters'', vol. 12, n. 8, pp. 557-560, 2005
 
* V. Noblet, Ch. Heinrich, F. Heitz, J.-P. Armspach, 3-D deformable image registration: a topology preservation scheme based on hierarchical deformation models and interval analysis optimization, ''IEEE Transactions on Image Processing'', vol. 14, n. 5, pp. 553-566, 2005
 
* R. Ranta, Ch. Heinrich, V. Louis-Dorr, D. Wolf, Interpretation and improvement of an iterative wavelet-based denoising method, ''IEEE Signal Processing Letters'', vol. 10, n. 8, pp. 239-241, 2003
 
* Ch. Heinrich, G. Demoment, Minimization of strictly convex functions: an improved optimality test based on Fenchel duality, ''Inverse Problems'', vol. 16, n. 3, pp. 795-810, 2000
 

Latest revision as of 14:08, 20 April 2021

Professor
ICube - IMAGeS
Pôle API
300, Bd Sébastien Brant
BP 10413
67412 Illkirch CEDEX - France

Room: C 209
Tel: 03 68 85 44 88

Email : christian (dot) heinrich (at) unistra (dot) fr


For more information, please see the page in French.