Christian Heinrich
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Professor
ICube - IMAGeS
Pôle API
300, Bd Sébastien Brant
CS 10413
67412 Illkirch CEDEX - France
Room: C 209
Tel: 03 68 85 44 88
Email : christian (dot) heinrich (at) unistra (dot) fr
Teaching
- Signal processing, probability, inverse problems.
- Courses taught at Telecom Physique Strasbourg.
Current research activity
- Data processing and analysis, inverse problems, and machine learning for optical imaging.
- Application to polarimetric imaging and biological tissue analysis.
- In collaboration with Jihad Zallat (ICube-TRIO).
Main current responsibilities
- Responsable (avec Jacques Gangloff, ICube-RDH) du master IRIV (Imagerie, Robotique et Ingénierie pour le Vivant).
- Responsable (avec Iuliana Bara, ICube-RDH) du volet français du double-diplôme franco-allemand DaSAI (Science des Données et Intelligence Artificielle).
Education - bio
- Electrical engineering degree (Supélec, 1990)
- Master's degree (Signal Processing, Université Paris-Sud, Orsay, and Supélec, 1994)
- PhD degree (Signal Processing, Université Paris-Sud, Orsay, and Supélec, 1997)
- Agregation degree (Applied Physics, 1998)
- Habilitation degree (University of Strasbourg, 2008)
- Professor (CNU 61, University of Strasbourg, since 2010)
Links
- Stanford University
- Department of Statistics, Stanford University
- Stanford Institute for Computational & Mathematical Engineering
Selected publications
- B. Varin, J. Rehbinder, J. Dellinger, Ch. Heinrich, M. Torzynski, C. Spenlé, D. Bagnard, J. Zallat, Monitoring subcutaneous tumours using Mueller polarimetry: study on two types of tumors, Biomedical Optics Express, vol. 12, n. 10, pp. 6055-6065, 2021
- F. Renard, Ch. Heinrich, M. Bouthillon, M. Schenck, F. Schneider, S. Kremer, S. Achard, A covariate-constraint method to map brain feature space into lower dimensional manifolds, Network Neuroscience, vol. 5, n. 1, pp. 252-273, 2021
- Ch. Heinrich, J. Rehbinder, J. Zallat, Revisiting the generalized polar decomposition of Mueller matrices, Journal of the Optical Society of America A, vol. 37, n. 8, pp. 1327-1339, 2020
- 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