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Xavier Pennec

Active 1995–2026

261
Papers
21,871
Citations
65
h-index
181
i10-index

Citations

Citations per year for Xavier Pennec1884: 1 citations1967: 1 citations1971: 1 citations1974: 1 citations1977: 2 citations1978: 3 citations1981: 1 citations1987: 1 citations1988: 1 citations1990: 1 citations1993: 2 citations1994: 1 citations1996: 17 citations1997: 24 citations1998: 56 citations1999: 57 citations2000: 88 citations2001: 98 citations2002: 108 citations2003: 199 citations2004: 168 citations2005: 229 citations2006: 377 citations2007: 373 citations2008: 505 citations2009: 537 citations2010: 603 citations2011: 629 citations2012: 619 citations2013: 711 citations2014: 659 citations2015: 686 citations2016: 609 citations2017: 642 citations2018: 618 citations2019: 771 citations2020: 860 citations2021: 855 citations2022: 760 citations2023: 740 citations2024: 892 citations2025: 820 citations2026: 264 citations1885–1966: no citations, so these years are not shown1968–1970: no citations, so these years are not shown1972–1973: no citations, so these years are not shown1975–1976: no citations, so these years are not shown1979–1980: no citations, so these years are not shown1982–1986: no citations, so these years are not shown1989: no citations, so this year is not shown1991–1992: no citations, so these years are not shown1995: no citations, so this year is not shown

Citation sources

Countries

World map of the countries and regions citing this authorUnited States: 3,126 citing papers, 21.3% of this breakdownChina: 2,228 citing papers, 15.2% of this breakdownFrance: 1,522 citing papers, 10.4% of this breakdownUnited Kingdom: 1,378 citing papers, 9.4% of this breakdownGermany: 859 citing papers, 5.9% of this breakdownCanada: 621 citing papers, 4.2% of this breakdownAustralia: 433 citing papers, 3% of this breakdownNetherlands: 394 citing papers, 2.7% of this breakdownSpain: 354 citing papers, 2.4% of this breakdownSwitzerland: 333 citing papers, 2.3% of this breakdownItaly: 286 citing papers, 1.9% of this breakdownJapan: 240 citing papers, 1.6% of this breakdown
0%21.3%Other 19.7%

Institutions

Fields

  • Computer Science46.5%
  • Medicine24%
  • Engineering12.7%
  • Neuroscience4.8%
  • Mathematics4.7%
  • Physics and Astronomy2.3%
  • Other5%

Topics

  • Medical Image Segmentation Techniques12.1%
  • Advanced Neural Network Applications4%
  • Advanced Neuroimaging Techniques and Applications3.7%
  • Advanced MRI Techniques and Applications3.4%
  • Medical Imaging Techniques and Applications3.3%
  • Robotics and Sensor-Based Localization2.9%
  • Other70.6%

Coauthors

All papers

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  1. Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?

    Authors: Olivier Bernard, Alain Lalande, Clément Zotti, Frederic Cervenansky, Xin Yang, Pheng-Ann Heng, Irem Cetin, Karim Lekadir, Oscar Camara, Miguel Ángel González Ballester, Gerard Sanroma, Sandy Napel, Steffen E. Petersen, Georgios Tziritas, Elias Grinias, Mahendra Khened, Alex Varghese, Ganapathy Krishnamurthi, Marc-Michel Rohé, Xavier Pennec, Maxime Sermesant, Fabian Isensee, Paul Jäger, Klaus H. Maier-Hein, Peter M. Full, Ivo Wolf, Sandy Engelhardt, Christian F. Baumgartner, Lisa M. Koch, Jelmer M. Wolterink, Ivana Isgum, Yeonggul Jang, Yoonmi Hong, Jay Patravali, Shubham Jain, Olivier Humbert, Pierre-Marc Jodoin - IEEE Transactions on Medical Imaging, IEEE Trans. Medical Imaging 2018 cited by 2,256

  2. Diffeomorphic demons: Efficient non-parametric image registration

    Authors: Tom Vercauteren, Xavier Pennec, Aymeric Perchant, Nicholas Ayache - NeuroImage 2008 cited by 1,589

  3. A Riemannian Framework for Tensor Computing

    Authors: Xavier Pennec, Pierre Fillard, Nicholas Ayache - International Journal of Computer Vision, Int. J. Comput. Vis. 2005 cited by 1,553

  4. Geometric Means in a Novel Vector Space Structure on Symmetric Positive-Definite Matrices

    Authors: Vincent Arsigny, Pierre Fillard, Xavier Pennec, Nicholas Ayache - SIAM Journal on Matrix Analysis and Applications, SIAM J. Matrix Anal. Appl. 2006 cited by 814

  5. Intrinsic Statistics on Riemannian Manifolds: Basic Tools for Geometric Measurements

    Authors: Xavier Pennec - Journal of Mathematical Imaging and Vision, J. Math. Imaging Vis. 2006 cited by 754

  6. A Log-Euclidean Framework for Statistics on Diffeomorphisms

    Authors: Vincent Arsigny, Olivier Commowick, Xavier Pennec, Nicholas Ayache - Lecture notes in computer science, MICCAI (1) 2006 cited by 427

  7. Log‐Euclidean metrics for fast and simple calculus on diffusion tensors

    Authors: Vincent Arsigny, Pierre Fillard, Xavier Pennec, Nicholas Ayache - Magnetic Resonance in Medicine 2006 cited by 1,085

  8. SVF-Net: Learning Deformable Image Registration Using Shape Matching

    Authors: Marc-Michel Rohé, Manasi Datar, Tobias Heimann, Maxime Sermesant, Xavier Pennec - Lecture notes in computer science, MICCAI (1) 2017 cited by 336

  9. Reconstructing a 3D structure from serial histological sections

    Authors: Sébastien Ourselin, Alexis Roche, Gérard Subsol, Xavier Pennec, Nicholas Ayache - Image and Vision Computing, Image Vis. Comput. 2001 cited by 558

  10. Multi-scale EM-ICP: A Fast and Robust Approach for Surface Registration

    Authors: Sébastien Granger, Xavier Pennec - Lecture notes in computer science, ECCV (4) 2002 cited by 445

  11. Riemannian Geometric Statistics in Medical Image Analysis

    Authors: Xavier Pennec, Stefan Sommer, Tom Fletcher - Elsevier eBooks 2019 cited by 86

  12. O(n)-invariant Riemannian metrics on SPD matrices

    Authors: Yann Thanwerdas, Xavier Pennec - Linear Algebra and its Applications 2022 cited by 31

  13. Geomstats: A Python Package for Riemannian Geometry in Machine Learning

    Authors: Nina Miolane, Alice Le Brigant, Johan Mathe, Benjamin Hou, Nicolas Guigui, Yann Thanwerdas, Stefan Heyder, Olivier Peltre, Niklas Koep, Hadi Zaatiti, Hatem Hajri, Yann Cabanes, Thomas Gerald, Paul Chauchat, Christian Shewmake, Bernhard Kainz, Claire Donnat, Susan P. Holmes, Xavier Pennec - arXiv (Cornell University), CoRR 2020 cited by 97

  14. Benchmarking framework for myocardial tracking and deformation algorithms: An open access database

    Authors: Catalina Tobon-Gomez, Mathieu De Craene, Kristin McLeod, Lennart Tautz, Wenzhe Shi, Anja Hennemuth, Adityo Prakosa, H. Wang, Gerry Carr-White, Stam Kapetanakis, Anja Lutz, Volker Rasche, Tobias Schaeffter, Constantine Butakoff, Ola Friman, Tommaso Mansi, Maxime Sermesant, Xiahai Zhuang, Sébastien Ourselin, Heinz-Otto Peitgen, Xavier Pennec, Reza Razavi, Daniel Rueckert, Alejandro F. Frangi, Kawal S. Rhode - Medical Image Analysis, Medical Image Anal. 2013 cited by 170

  15. The Correlation Ratio as a New Similarity Measure for Multimodal Image Registration

    Authors: Alexis Roche, Grégoire Malandain, Xavier Pennec, Nicholas Ayache - Lecture notes in computer science, MICCAI 1998 cited by 539

  16. LCC-Demons: A robust and accurate symmetric diffeomorphic registration algorithm

    Authors: Marco Lorenzi, Nicholas Ayache, Giovanni B. Frisoni, Xavier Pennec - NeuroImage 2013 cited by 155

  17. Introduction to Riemannian Geometry and Geometric Statistics: From Basic Theory to Implementation with Geomstats

    Authors: Nicolas Guigui, Nina Miolane, Xavier Pennec - Foundations and Trends® in Machine Learning, Found. Trends Mach. Learn. 2023 cited by 17

  18. Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures

    Authors: Mathilde Papillon, Sophia Sanborn, Johan Mathe, Louisa Cornelis, Abby Bertics, Domas Buracas, Hansen Lillemark, Christian Shewmake, Fatih Dinc, Xavier Pennec, Nina Miolane - Machine Learning Science and Technology, Mach. Learn. Sci. Technol. 2025 cited by 13

  19. Statistical Shape Modeling of the Left Ventricle: Myocardial Infarct Classification Challenge

    Authors: Avan Suinesiaputra, Pierre Ablin, Xènia Albà, Martino Alessandrini, Jack Allen, Wenjia Bai, Serkan Çimen, Peter Claes, Brett R. Cowan, Jan D'hooge, Nicolas Duchateau, Jan Ehrhardt, Alejandro F. Frangi, Ali Gooya, Vicente Grau, Karim Lekadir, Allen Lu, Anirban Mukhopadhyay, Ilkay Öksüz, Nripesh Parajuli, Xavier Pennec, Marco Pereañez, Catarina Pinto, Paolo Piras, Marc-Michel Rohé, Daniel Rueckert, Dennis Säring, Maxime Sermesant, Kaleem Siddiqi, Mahdi Tabassian, Luciano Teresi, Sotirios A. Tsaftaris, Matthias Wilms, Alistair A. Young, Xingyu Zhang, Pau Medrano-Gracia - IEEE Journal of Biomedical and Health Informatics, IEEE J. Biomed. Health Informatics 2017 cited by 92

  20. Fast and Simple Calculus on Tensors in the Log-Euclidean Framework

    Authors: Vincent Arsigny, Pierre Fillard, Xavier Pennec, Nicholas Ayache - Lecture notes in computer science, MICCAI 2005 cited by 285

  21. A statistical shape modelling framework to extract 3D shape biomarkers from medical imaging data: assessing arch morphology of repaired coarctation of the aorta

    Authors: for the Modeling of Congenital Hearts Alliance (MOCHA) Collaborative Group, Jan L. Bruse, Kristin McLeod, Giovanni Biglino, Hopewell Ntsinjana, Claudio Capelli, Tain-Yen Hsia, Maxime Sermesant, Xavier Pennec, Andrew M. Taylor, Silvia Schievano - BMC Medical Imaging 2016 cited by 107

  22. Symmetric Log-Domain Diffeomorphic Registration: A Demons-Based Approach

    Authors: Tom Vercauteren, Xavier Pennec, Aymeric Perchant, Nicholas Ayache - Lecture notes in computer science, MICCAI (1) 2008 cited by 336

  23. A model of brain morphological changes related to aging and Alzheimer's disease from cross-sectional assessments

    Authors: Raphaël Sivera, Hervé Delingette, Marco Lorenzi, Xavier Pennec, Nicholas Ayache - NeuroImage 2019 cited by 48

  24. Manifold-valued image processing with SPD matrices

    Authors: Xavier Pennec - Elsevier eBooks 2019 cited by 40