Validation of 3D Registration Methods Based on Points and Frames. - Xavier Pennec; Jean-Philippe Thirion (ICCV, 1995)

Randomness and Geometric Features in Computer Vision. - Xavier Pennec; Nicholas Ayache (CVPR, 1996)

Comparison and evaluation of retrospective intermodality image registration techniques. - Jay B. West; J. Michael Fitzpatrick; Matthew Yang Wang; Benoit M. Dawant; Calvin R. Maurer Jr.; Robert M. Kessler; Robert J. Maciunas; Christian Barillot; Didier Lemoine; André M. F. Collignon; Frederik Maes; Paul Suetens; et al. (Image Processing, 1996)

L'incertitude dans les problèmes de reconnaissance et de recalage - Applications en imagerie médicale et biologie moléculaire. - Xavier Pennec (1996)

A Framework for Uncertainty and Validation of 3-D Registration Methods Based on Points and Frames. - Xavier Pennec; Jean-Philippe Thirion (Int. J. Comput. Vis., 1997)

Feature-Based Registration of Medical Images: Estimation and Validation of the Pose Accuracy. - Xavier Pennec; Charles R. G. Guttmann; Jean-Philippe Thirion (MICCAI, 1998)

The Correlation Ratio as a New Similarity Measure for Multimodal Image Registration. - Alexis Roche; Grégoire Malandain; Xavier Pennec; Nicholas Ayache (MICCAI, 1998)

A geometric algorithm to find small but highly similar 3D substructures in proteins. - Xavier Pennec; Nicholas Ayache (Bioinform., 1998)

Uniform Distribution, Distance and Expectation Problems for Geometric Features Processing. - Xavier Pennec; Nicholas Ayache (J. Math. Imaging Vis., 1998)

Understanding the "Demon's Algorithm": 3D Non-rigid Registration by Gradient Descent. - Xavier Pennec; Pascal Cachier; Nicholas Ayache (MICCAI, 1999)

Probabilities and statistics on Riemannian manifolds: Basic tools for geometric measurements. - Xavier Pennec (NSIP, 1999)

Generalized Correlation Ratio for Rigid Registration of 3D Ultrasound with MR Images. - Alexis Roche; Xavier Pennec; Michael Rudolph 003; Dorothee Auer; Grégoire Malandain; Sébastien Ourselin; Ludwig M. Auer; Nicholas Ayache (MICCAI, 2000)

Non-Rigid MR/US Registration for Tracking Brain Deformations. - Xavier Pennec; Nicholas Ayache; Alexis Roche; Pascal Cachier (MIAR, 2001)

Multisubject Non-rigid Registration of Brain MRI Using Intensity and Geometric Features. - Pascal Cachier; Jean-François Mangin; Xavier Pennec; Denis Rivière; Dimitri Papadopoulos-Orfanos; Jean Régis; Nicholas Ayache (MICCAI, 2001)

Rigid Point-Surface Registration Using an EM Variant of ICP for Computer Guided Oral Implantology. - Sébastien Granger; Xavier Pennec; Alexis Roche (MICCAI, 2001)

Reconstructing a 3D structure from serial histological sections. - Sébastien Ourselin; Alexis Roche; Gérard Subsol; Xavier Pennec; Nicholas Ayache (Image Vis. Comput., 2001)

Rigid Registration of 3D Ultrasound with MR Images: A New Approach Combining Intensity and Gradient Information. - Alexis Roche; Xavier Pennec; Grégoire Malandain; Nicholas Ayache (IEEE Trans. Medical Imaging, 2001)

Multi-scale EM-ICP: A Fast and Robust Approach for Surface Registration. - Sébastien Granger; Xavier Pennec (ECCV (4), 2002)

Parcellation of brain images with anatomical and functional constraints for fMRI data analysis. - Guillaume Flandin; Ferath Kherif; Xavier Pennec; Denis Rivière; Nicholas Ayache; Jean-Baptiste Poline (ISBI, 2002)

Improved Detection Sensitivity in Functional MRI Data Using a Brain Parcelling Technique. - Guillaume Flandin; Ferath Kherif; Xavier Pennec; Grégoire Malandain; Nicholas Ayache; Jean-Baptiste Poline (MICCAI (1), 2002)

Robust Registration of Multi-modal Images: Towards Real-Time Clinical Applications. - Sébastien Ourselin; Radu Stefanescu; Xavier Pennec (MICCAI (2), 2002)

Biomechanical Model Construction from Different Modalities: Application to Cardiac Images. - Maxime Sermesant; Clement Forest; Xavier Pennec; Hervé Delingette; Nicholas Ayache (MICCAI (1), 2002)

Validation of Medical Image Processing in Image-Guided Therapy. - Pierre Jannin; J. Michael Fitzpatrick; David J. Hawkes; Xavier Pennec; Ramin Shahidi; Michael W. Vannier (IEEE Trans. Medical Imaging, 2002)

Evaluation of a New 3D/2D Registration Criterion for Liver Radio-Frequencies Guided by Augmented Reality. - Stéphane Nicolau; Xavier Pennec; Luc Soler; Nicholas Ayache (IS4TH, 2003)

Polyrigid and Polyaffine Transformations: A New Class of Diffeomorphisms for Locally Rigid or Affine Registration. - Vincent Arsigny; Xavier Pennec; Nicholas Ayache (MICCAI (2), 2003)

Generalized Image Models and Their Application as Statistical Models of Images. - Miguel Ángel González Ballester; Xavier Pennec; Nicholas Ayache (MICCAI (2), 2003)

Grid Enabled Non-rigid Registration with a Dense Transformation and a priori Information. - Radu Stefanescu; Xavier Pennec; Nicholas Ayache (MICCAI (2), 2003)

Iconic feature based nonrigid registration: the PASHA algorithm. - Pascal Cachier; Éric Bardinet; Didier Dormont; Xavier Pennec; Nicholas Ayache (Comput. Vis. Image Underst., 2003)

Deformable biomechanical models: Application to 4D cardiac image analysis. - Maxime Sermesant; Clement Forest; Xavier Pennec; Hervé Delingette; Nicholas Ayache (Medical Image Anal., 2003)

Tracking brain deformations in time sequences of 3D US images. - Xavier Pennec; Pascal Cachier; Nicholas Ayache (Pattern Recognit. Lett., 2003)

An Accuracy Certified Augmented Reality System for Therapy Guidance. - Stéphane Nicolau; Xavier Pennec; Luc Soler; Nicholas Ayache (ECCV (3), 2004)

Virtual Reality and Augmented Reality in Digestive Surgery. - Luc Soler; Stéphane Nicolau; Jérôme Schmid; Christophe Koehl; Jacques Marescaux; Xavier Pennec; Nicholas Ayache (ISMAR, 2004)

An Augmented Reality & Virtuality Interface for a Puncture Guidance System: Design and Validation on an Abdominal Phantom. - Stéphane Nicolau; Jérôme Schmid; Xavier Pennec; Luc Soler; Nicholas Ayache (MIAR, 2004)

Non-rigid Atlas to Subject Registration with Pathologies for Conformal Brain Radiotherapy. - Radu Stefanescu; Olivier Commowick; Grégoire Malandain; Pierre-Yves Bondiau; Nicholas Ayache; Xavier Pennec (MICCAI (1), 2004)

Generalized image models and their application as statistical models of images. - Miguel Ángel González Ballester; Xavier Pennec; Marius George Linguraru; Nicholas Ayache (Medical Image Anal., 2004)

Grid powered nonlinear image registration with locally adaptive regularization. - Radu Stefanescu; Xavier Pennec; Nicholas Ayache (Medical Image Anal., 2004)

Grid-Enabled Non-Rigid Registration Of Medical Images. - Radu Stefanescu; Xavier Pennec; Nicholas Ayache (Parallel Process. Lett., 2004)

Non-linear 2D and 3D Registration Using Block-Matching and B-Splines. - Heike Hufnagel; Xavier Pennec; Grégoire Malandain; Heinz Handels; Nicholas Ayache (Bildverarbeitung für die Medizin, 2005)

Grid-Enabled Workflows for Data Intensive Medical Applications. - Tristan Glatard; Johan Montagnat; Xavier Pennec (CBMS, 2005)

Grid-enabling medical image analysis. - Cécile Germain; Vincent Breton; Patrick Clarysse; Yann Gaudeau; Tristan Glatard; Emmanuel Jeannot; Yannick Legré; Charles Loomis; Johan Montagnat; Jean-Marie Moureaux; Angel Osorio; Xavier Pennec; et al. (CCGRID, 2005)

A Riemannian Framework for the Processing of Tensor-Valued Images. - Pierre Fillard; Vincent Arsigny; Nicholas Ayache; Xavier Pennec (DSSCV, 2005)

Extrapolation of Sparse Tensor Fields: Application to the Modeling of Brain Variability. - Pierre Fillard; Vincent Arsigny; Xavier Pennec; Paul M. Thompson; Nicholas Ayache (IPMI, 2005)

Fast and Simple Calculus on Tensors in the Log-Euclidean Framework. - Vincent Arsigny; Pierre Fillard; Xavier Pennec; Nicholas Ayache (MICCAI, 2005)

Incorporating Statistical Measures of Anatomical Variability in Atlas-to-Subject Registration for Conformal Brain Radiotherapy. - Olivier Commowick; Radu Stefanescu; Pierre Fillard; Vincent Arsigny; Nicholas Ayache; Xavier Pennec; Grégoire Malandain (MICCAI (2), 2005)

A Complete Augmented Reality Guidance System for Liver Punctures: First Clinical Evaluation. - Stéphane Nicolau; Xavier Pennec; Luc Soler; Nicholas Ayache (MICCAI, 2005)

Riemannian Elasticity: A Statistical Regularization Framework for Non-linear Registration. - Xavier Pennec; Radu Stefanescu; Vincent Arsigny; Pierre Fillard; Nicholas Ayache (MICCAI (2), 2005)

Mosaicing of Confocal Microscopic In Vivo Soft Tissue Video Sequences. - Tom Vercauteren; Aymeric Perchant; Xavier Pennec; Nicholas Ayache (MICCAI, 2005)

An augmented reality system to guide radio-frequency tumour ablation. - Stéphane Nicolau; Alain Garcia; Xavier Pennec; Luc Soler; Nicholas Ayache (Comput. Animat. Virtual Worlds, 2005)

Polyrigid and polyaffine transformations: A novel geometrical tool to deal with non-rigid deformations - Application to the registration of histological slices. - Vincent Arsigny; Xavier Pennec; Nicholas Ayache (Medical Image Anal., 2005)

Statistical Computing on Manifolds for Computational Anatomy. - Xavier Pennec (2006)

Principal Spine Shape Deformation Modes Using Riemannian Geometry and Articulated Models. - Jonathan Boisvert; Xavier Pennec; Hubert Labelle; Farida Cheriet; Nicholas Ayache (AMDO, 2006)

Health-e-Child: An Integrated Biomedical Platform for Grid-Based Paediatric Applications. - Joerg Freund; Dorin Comaniciu; Yannis E. Ioannis; Peiya Liu; Richard McClatchey; Edwin Morley-Fletcher; Xavier Pennec; Giacomo Pongiglione; Xiang Sean Zhou (HealthGrid, 2006)

Medical image registration algorithms assesment: Bronze Standard application enactment on grids using the MOTEUR workflow engine. - Tristan Glatard; Johan Montagnat; Xavier Pennec (HealthGrid, 2006)

Efficient services composition for grid-enabled data-intensive applications. - Tristan Glatard; Johan Montagnat; Xavier Pennec (HPDC, 2006)

An interactive hybrid non-rigid registration framework for 3D medical images. - Antoine Azar; Chenyang Xu 001; Xavier Pennec; Nicholas Ayache (ISBI, 2006)

3D anatomical variability assessment of the scoliotic spine using statistics on Lie groups. - Jonathan Boisvert; Xavier Pennec; Nicholas Ayache; Hubert Labelle; Farida Cheriet (ISBI, 2006)

A Log-Euclidean Framework for Statistics on Diffeomorphisms. - Vincent Arsigny; Olivier Commowick; Xavier Pennec; Nicholas Ayache (MICCAI (1), 2006)

Performance Evaluation of Grid-Enabled Registration Algorithms Using Bronze-Standards. - Tristan Glatard; Xavier Pennec; Johan Montagnat (MICCAI (2), 2006)

Towards a Statistical Atlas of Cardiac Fiber Structure. - Jean-Marc Peyrat; Maxime Sermesant; Xavier Pennec; Hervé Delingette; Chenyang Xu 001; Elliot R. McVeigh; Nicholas Ayache (MICCAI (1), 2006)

Probabilistic and Dynamic Optimization of Job Partitioning on a Grid Infrastructure. - Tristan Glatard; Johan Montagnat; Xavier Pennec (PDP, 2006)

A Log-Euclidean Polyaffine Framework for Locally Rigid or Affine Registration. - Vincent Arsigny; Olivier Commowick; Xavier Pennec; Nicholas Ayache (WBIR, 2006)

A Riemannian Framework for Tensor Computing. - Xavier Pennec; Pierre Fillard; Nicholas Ayache (Int. J. Comput. Vis., 2006)

Intrinsic Statistics on Riemannian Manifolds: Basic Tools for Geometric Measurements. - Xavier Pennec (J. Math. Imaging Vis., 2006)

Robust mosaicing with correction of motion distortions and tissue deformations for in vivo fibered microscopy. - Tom Vercauteren; Aymeric Perchant; Grégoire Malandain; Xavier Pennec; Nicholas Ayache (Medical Image Anal., 2006)

Computational Models for Image-Guided Robot-Assisted and Simulated Medical Interventions. - Hervé Delingette; Xavier Pennec; Luc Soler; Jacques Marescaux; Nicholas Ayache (Proc. IEEE, 2006)

Geometric Means in a Novel Vector Space Structure on Symmetric Positive-Definite Matrices. - Vincent Arsigny; Pierre Fillard; Xavier Pennec; Nicholas Ayache (SIAM J. Matrix Anal. Appl., 2006)

Point-Based Statistical Shape Models with Probabilistic Correspondences and Affine EM-ICP. - Heike Hufnagel; Xavier Pennec; Jan Ehrhardt; Heinz Handels; Nicholas Ayache (Bildverarbeitung für die Medizin, 2007)

Optimizing jobs timeouts on clusters and production grids. - Tristan Glatard; Xavier Pennec (CCGRID, 2007)

Statistical Comparison of Cardiac Fibre Architectures. - Jean-Marc Peyrat; Maxime Sermesant; Xavier Pennec; Hervé Delingette; Chenyang Xu 001; Elliot R. McVeigh; Nicholas Ayache (FIMH, 2007)

Insight into Efficient Image Registration Techniques and the Demons Algorithm. - Tom Vercauteren; Xavier Pennec; Ezio Malis; Aymeric Perchant; Nicholas Ayache (IPMI, 2007)

Measuring Brain Variability Via Sulcal Lines Registration: A Diffeomorphic Approach. - Stanley Durrleman; Xavier Pennec; Alain Trouvé; Nicholas Ayache (MICCAI (1), 2007)

Shape Analysis Using a Point-Based Statistical Shape Model Built on Correspondence Probabilities. - Heike Hufnagel; Xavier Pennec; Jan Ehrhardt; Heinz Handels; Nicholas Ayache (MICCAI (1), 2007)

Mean Template for Tensor-Based Morphometry Using Deformation Tensors. - Natasha Leporé; Caroline C. Brun; Xavier Pennec; Yi-Yu Chou; Oscar L. Lopez; Howard Aizenstein; James T. Becker; Arthur W. Toga; Paul M. Thompson (MICCAI (2), 2007)

Clinical Evaluation of a Respiratory Gated Guidance System for Liver Punctures. - Stéphane Nicolau; Xavier Pennec; Luc Soler; Nicholas Ayache (MICCAI (2), 2007)

Non-parametric Diffeomorphic Image Registration with the Demons Algorithm. - Tom Vercauteren; Xavier Pennec; Aymeric Perchant; Nicholas Ayache (MICCAI (2), 2007)

From Riemannian Geometry to Computational Anatomy of the Brain. - Xavier Pennec (ERCIM News, 2007)

Measuring brain variability by extrapolating sparse tensor fields measured on sulcal lines. - Pierre Fillard; Vincent Arsigny; Xavier Pennec; Kiralee M. Hayashi; Paul M. Thompson; Nicholas Ayache (NeuroImage, 2007)

Clinical DT-MRI Estimation, Smoothing, and Fiber Tracking With Log-Euclidean Metrics. - Pierre Fillard; Xavier Pennec; Vincent Arsigny; Nicholas Ayache (IEEE Trans. Medical Imaging, 2007)

A Computational Framework for the Statistical Analysis of Cardiac Diffusion Tensors: Application to a Small Database of Canine Hearts. - Jean-Marc Peyrat; Maxime Sermesant; Xavier Pennec; Hervé Delingette; Chenyang Xu 001; Elliot R. McVeigh; Nicholas Ayache (IEEE Trans. Medical Imaging, 2007)

A Global Criterion for the Computation of Statistical Shape Model Parameters Based on Correspondence Probabilities. - Heike Hufnagel; Xavier Pennec; Jan Ehrhardt; Nicholas Ayache; Heinz Handels (Bildverarbeitung für die Medizin, 2008)

A Probabilistic Model to Analyse Workflow Performance on Production Grids. - Tristan Glatard; Johan Montagnat; Xavier Pennec (CCGRID, 2008)

Statistical Computing on Manifolds: From Riemannian Geometry to Computational Anatomy. - Xavier Pennec (ETVC, 2008)

A framework for evaluating the impact of compression on registration algorithms without gold standard. - Tristan Glatard; Johan Montagnat; Xavier Pennec (ICIP, 2008)

A new registration method based on Log-Euclidean Tensor metrics and its application to genetic studies. - Caroline C. Brun; Natasha Leporé; Xavier Pennec; Yi-Yu Chou; Agatha D. Lee; Greig I. de Zubicaray; Katie McMahon; Margaret J. Wright; Marina Barysheva; Arthur W. Toga; Paul M. Thompson (ISBI, 2008)

Best individual template selection from deformation tensor minimization. - Natasha Leporé; Caroline C. Brun; Yi-Yu Chou; Agatha D. Lee; Marina Barysheva; Xavier Pennec; Katie McMahon; Matthew Meredith; Greig I. de Zubicaray; Margaret J. Wright; Arthur W. Toga; Paul M. Thompson (ISBI, 2008)

DTI registration with exact finite-strain differential. - B. T. Thomas Yeo; Tom Vercauteren; Pierre Fillard; Xavier Pennec; Polina Golland; Nicholas Ayache; Olivier Clatz (ISBI, 2008)

A Tensor-Based Morphometry Study of Genetic Influences on Brain Structure Using a New Fluid Registration Method. - Caroline C. Brun; Natasha Leporé; Xavier Pennec; Yi-Yu Chou; Agatha D. Lee; Marina Barysheva; Greig I. de Zubicaray; Matthew Meredith; Katie McMahon; Margaret J. Wright; Arthur W. Toga; Paul M. Thompson (MICCAI (2), 2008)

Sparse Approximation of Currents for Statistics on Curves and Surfaces. - Stanley Durrleman; Xavier Pennec; Alain Trouvé; Nicholas Ayache (MICCAI (2), 2008)

Registration of 4D Time-Series of Cardiac Images with Multichannel Diffeomorphic Demons. - Jean-Marc Peyrat; Hervé Delingette; Maxime Sermesant; Xavier Pennec; Chenyang Xu 001; Nicholas Ayache (MICCAI (2), 2008)

Symmetric Log-Domain Diffeomorphic Registration: A Demons-Based Approach. - Tom Vercauteren; Xavier Pennec; Aymeric Perchant; Nicholas Ayache (MICCAI (1), 2008)

Comparison of statistical shape models built on correspondence probabilities and one-to-one correspondences. - Heike Hufnagel; Xavier Pennec; Jan Ehrhardt; Nicholas Ayache; Heinz Handels (Image Processing, 2008)

Generation of a statistical shape model with probabilistic point correspondences and the expectation maximization- iterative closest point algorithm. - Heike Hufnagel; Xavier Pennec; Jan Ehrhardt; Nicholas Ayache; Heinz Handels (Int. J. Comput. Assist. Radiol. Surg., 2008)

Workflow-Based Data Parallel Applications on the EGEE Production Grid Infrastructure. - Johan Montagnat; Tristan Glatard; Isabel Campos Plasencia; Francisco Castejón; Xavier Pennec; Giuliano Taffoni; Vladimir Voznesensky; Claudio Vuerli (J. Grid Comput., 2008)

Flexible and Efficient Workflow Deployment of Data-Intensive Applications On Grids With MOTEUR. - Tristan Glatard; Johan Montagnat; Diane Lingrand; Xavier Pennec (Int. J. High Perform. Comput. Appl., 2008)

Inferring brain variability from diffeomorphic deformations of currents: An integrative approach. - Stanley Durrleman; Xavier Pennec; Alain Trouvé; Paul M. Thompson; Nicholas Ayache (Medical Image Anal., 2008)

Articulated Spine Models for 3-D Reconstruction From Partial Radiographic Data. - Jonathan Boisvert; Farida Cheriet; Xavier Pennec; Hubert Labelle; Nicholas Ayache (IEEE Trans. Biomed. Eng., 2008)

Geometric Variability of the Scoliotic Spine Using Statistics on Articulated Shape Models. - Jonathan Boisvert; Farida Cheriet; Xavier Pennec; Hubert Labelle; Nicholas Ayache (IEEE Trans. Medical Imaging, 2008)

A Statistical Model of White Matter Fiber Bundles Based on Currents. - Stanley Durrleman; Pierre Fillard; Xavier Pennec; Alain Trouvé; Nicholas Ayache (IPMI, 2009)

A Lagrangian Formulation for Statistical Fluid Registration. - Caroline C. Brun; Natasha Leporé; Xavier Pennec; Yi-Yu Chou; Agatha D. Lee; Marina Barysheva; Greig I. de Zubicaray; Katie McMahon; Margaret J. Wright; Arthur W. Toga; Paul M. Thompson (ISBI, 2009)

Spatiotemporal Atlas Estimation for Developmental Delay Detection in Longitudinal Datasets. - Stanley Durrleman; Xavier Pennec; Alain Trouvé; Guido Gerig; Nicholas Ayache (MICCAI (1), 2009)

A Statistical Model of Right Ventricle in Tetralogy of Fallot for Prediction of Remodelling and Therapy Planning. - Tommaso Mansi; Stanley Durrleman; Boris C. Bernhardt; Maxime Sermesant; Hervé Delingette; Ingmar Voigt; Philipp Lurz; Andrew Mayall Taylor; Julie Blanc; Younes Boudjemline; Xavier Pennec; Nicholas Ayache (MICCAI (1), 2009)

3D reconstruction of the human spine from radiograph(s) using a multi-body statistical model. - Jonathan Boisvert; Farida Cheriet; Xavier Pennec; Nicholas Ayache (Image-Guided Procedures, 2009)

A Fast and Log-Euclidean Polyaffine Framework for Locally Linear Registration. - Vincent Arsigny; Olivier Commowick; Nicholas Ayache; Xavier Pennec (J. Math. Imaging Vis., 2009)

Statistical models of sets of curves and surfaces based on currents. - Stanley Durrleman; Xavier Pennec; Alain Trouvé; Nicholas Ayache (Medical Image Anal., 2009)

An augmented reality system for liver thermal ablation: Design and evaluation on clinical cases. - Stéphane Nicolau; Xavier Pennec; Luc Soler; Xavier Buy; Afshin Gangi; Nicholas Ayache; Jacques Marescaux (Medical Image Anal., 2009)

Mapping the regional influence of genetics on brain structure variability - A Tensor-Based Morphometry study. - Caroline C. Brun; Natasha Leporé; Xavier Pennec; Agatha D. Lee; Marina Barysheva; Sarah K. Madsen; Christina Avedissian; Yi-Yu Chou; Greig I. de Zubicaray; Katie McMahon; Margaret J. Wright; Arthur W. Toga; et al. (NeuroImage, 2009)

Diffeomorphic demons: Efficient non-parametric image registration. - Tom Vercauteren; Xavier Pennec; Aymeric Perchant; Nicholas Ayache (NeuroImage, 2009)

DT-REFinD: Diffusion Tensor Registration With Exact Finite-Strain Differential. - B. T. Thomas Yeo; Tom Vercauteren; Pierre Fillard; Jean-Marc Peyrat; Xavier Pennec; Polina Golland; Nicholas Ayache; Olivier Clatz (IEEE Trans. Medical Imaging, 2009)

Grid-wide neuroimaging data federation in the context of the NeuroLOG project. - Franck Michel; Alban Gaignard; Farooq Ahmad; Christian Barillot; Bénédicte Batrancourt; Michel Dojat; Bernard Gibaud; Pascal Girard; David Godard; Gilles Kassel; Diane Lingrand; Grégoire Malandain; et al. (HealthGrid, 2010)

Statistically assisted fluid image registration algorithm -SAFIRA. - Caroline C. Brun; Natasha Leporé; Xavier Pennec; Yi-Yu Chou; Agatha D. Lee; Marina Barysheva; Greig I. de Zubicaray; Katie McMahon; Margaret J. Wright; Paul M. Thompson (ISBI, 2010)

Lung CT registration combining intensity, curves and surfaces. - Vladlena Gorbunova; Stanley Durrleman; Pechin Lo; Xavier Pennec; Marleen de Bruijne (ISBI, 2010)

Parametric regression of 3D medical images through the exploration of non-parametric regression models. - Christof Seiler; Xavier Pennec; Mauricio Reyes 001 (ISBI, 2010)

LogDemons Revisited: Consistent Regularisation and Incompressibility Constraint for Soft Tissue Tracking in Medical Images. - Tommaso Mansi; Xavier Pennec; Maxime Sermesant; Hervé Delingette; Nicholas Ayache (MICCAI (2), 2010)

Atlas-Based Reduced Models of Blood Flows for Fast Patient-Specific Simulations. - Kristin McLeod; Alfonso Caiazzo; Miguel A. Fernández; Tommaso Mansi; Irene E. Vignon-Clementel; Maxime Sermesant; Xavier Pennec; Younes Boudjemline; Jean-Frédéric Gerbeau (STACOM/CESC, 2010)

Coupled level set segmentation using a point-based statistical shape model relying on correspondence probabilities. - Heike Hufnagel; Jan Ehrhardt; Xavier Pennec; Alexander Schmidt-Richberg; Heinz Handels (Image Processing, 2010)

A new combined surface and volume registration. - Natasha Leporé; Anand A. Joshi; Richard M. Leahy; Caroline C. Brun; Yi-Yu Chou; Xavier Pennec; Agatha D. Lee; Marina Barysheva; Greig I. de Zubicaray; Margaret J. Wright; Katie L. McMahon; Arthur W. Toga; et al. (Image Processing, 2010)

Log-Domain Diffeomorphic Registration of Diffusion Tensor Images. - Andrew Sweet; Xavier Pennec (WBIR, 2010)

Schild's Ladder for the Parallel Transport of Deformations in Time Series of Images. - Marco Lorenzi; Nicholas Ayache; Xavier Pennec (IPMI, 2011)

A Multi-scale Kernel Bundle for LDDMM: Towards Sparse Deformation Description across Space and Scales. - Stefan Sommer; Mads Nielsen; François Lauze; Xavier Pennec (IPMI, 2011)

Mapping the Effects of Aβ 1 - 42 Levels on the Longitudinal Changes in Healthy Aging: Hierarchical Modeling Based on Stationary Velocity Fields. - Marco Lorenzi; Nicholas Ayache; Giovanni B. Frisoni; Xavier Pennec (MICCAI (2), 2011)

An Incompressible Log-Domain Demons Algorithm for Tracking Heart Tissue. - Kristin McLeod; Adityo Prakosa; Tommaso Mansi; Maxime Sermesant; Xavier Pennec (STACOM, 2011)

Geometry-Aware Multiscale Image Registration via OBBTree-Based Polyaffine Log-Demons. - Christof Seiler; Xavier Pennec; Mauricio Reyes 001 (MICCAI (2), 2011)

Joint T1 and Brain Fiber Diffeomorphic Registration Using the Demons. - Viviana Siless; Pamela Guevara; Xavier Pennec; Pierre Fillard (MBIA, 2011)

Femur specific polyaffine model to regularize the log-domain demons registration. - Christof Seiler; Xavier Pennec; Lucas E. Ritacco; Mauricio Reyes 001 (Image Processing, 2011)

Kernel Bundle EPDiff: Evolution Equations for Multi-scale Diffeomorphic Image Registration. - Stefan Sommer; François Lauze; Mads Nielsen; Xavier Pennec (SSVM, 2011)

Higher Order Kernels and Locally Affine LDDMM Registration - Stefan Sommer; Mads Nielsen; Sune Darkner; Xavier Pennec (CoRR, 2011)

iLogDemons: A Demons-Based Registration Algorithm for Tracking Incompressible Elastic Biological Tissues. - Tommaso Mansi; Xavier Pennec; Maxime Sermesant; Hervé Delingette; Nicholas Ayache (Int. J. Comput. Vis., 2011)

Registration, atlas estimation and variability analysis of white matter fiber bundles modeled as currents. - Stanley Durrleman; Pierre Fillard; Xavier Pennec; Alain Trouvé; Nicholas Ayache (NeuroImage, 2011)

A Nonconservative Lagrangian Framework for Statistical Fluid Registration - SAFIRA. - Caroline C. Brun; Natasha Leporé; Xavier Pennec; Yi-Yu Chou; Agatha D. Lee; Greig I. de Zubicaray; Katie McMahon; Margaret J. Wright; James C. Gee; Paul M. Thompson (IEEE Trans. Medical Imaging, 2011)

A Statistical Model for Quantification and Prediction of Cardiac Remodelling: Application to Tetralogy of Fallot. - Tommaso Mansi; Ingmar Voigt; Benedetta Leonardi; Xavier Pennec; Stanley Durrleman; Maxime Sermesant; Herve Delingette; Andrew Mayall Taylor; Younes Boudjemline; Giacomo Pongiglione; Nicholas Ayache (IEEE Trans. Medical Imaging, 2011)

Spectral Demons - Image Registration via Global Spectral Correspondence. - Herve Lombaert; Leo J. Grady; Xavier Pennec; Nicholas Ayache; Farida Cheriet (ECCV (2), 2012)

Which Reorientation Framework for the Atlas-Based Comparison of Motion from Cardiac Image Sequences? - Nicolas Duchateau; Mathieu De Craene; Xavier Pennec; Beatriz Merino; Marta Sitges; Bart H. Bijnens (STIA, 2012)

Groupwise Spectral Log-Demons Framework for Atlas Construction. - Herve Lombaert; Leo J. Grady; Xavier Pennec; Jean-Marc Peyrat; Nicholas Ayache; Farida Cheriet (MCV, 2012)

Regional Flux Analysis of Longitudinal Atrophy in Alzheimer's Disease. - Marco Lorenzi; Nicholas Ayache; Xavier Pennec (MICCAI (1), 2012)

A Near-Incompressible Poly-affine Motion Model for Cardiac Function Analysis. - Kristin McLeod; Christof Seiler; Maxime Sermesant; Xavier Pennec (STACOM, 2012)

Evaluation of iLogDemons Algorithm for Cardiac Motion Tracking in Synthetic Ultrasound Sequence. - Adityo Prakosa; Kristin McLeod; Maxime Sermesant; Xavier Pennec (STACOM, 2012)

Simultaneous Multiscale Polyaffine Registration by Incorporating Deformation Statistics. - Christof Seiler; Xavier Pennec; Mauricio Reyes 001 (MICCAI (2), 2012)

Sparsity and scale: Compact representations of deformation for diffeomorphic registration. - Stefan Sommer; Mads Nielsen; Xavier Pennec (MMBIA, 2012)

Capturing the multiscale anatomical shape variability with polyaffine transformation trees. - Christof Seiler; Xavier Pennec; Mauricio Reyes 001 (Medical Image Anal., 2012)

Regional Analysis of Left Ventricle Function Using a Cardiac-Specific Polyaffine Motion Model. - Kristin McLeod; Christof Seiler; Nicolas Toussaint; Maxime Sermesant; Xavier Pennec (FIMH, 2013)

Parallel Transport with Pole Ladder: Application to Deformations of Time Series of Images. - Marco Lorenzi; Xavier Pennec (GSI, 2013)

Bi-invariant Means on Lie Groups with Cartan-Schouten Connections. - Xavier Pennec (GSI, 2013)

Random Spatial Structure of Geometric Deformations and Bayesian Nonparametrics. - Christof Seiler; Xavier Pennec; Susan P. Holmes (GSI, 2013)

Multinomial Probabilistic Fiber Representation for Connectivity Driven Clustering. - Birkan Tunç; Alex R. Smith; Demian Wassermann; Xavier Pennec; William M. Wells III; Ragini Verma; Kilian M. Pohl (IPMI, 2013)

Improving DTI Resolution from a Single Clinical Acquisition: A Statistical Approach Using Spatial Prior. - Vikash Gupta; Nicholas Ayache; Xavier Pennec (MICCAI (3), 2013)

Sparse Scale-Space Decomposition of Volume Changes in Deformations Fields. - Marco Lorenzi; Bjoern H. Menze; Marc Niethammer; Nicholas Ayache; Xavier Pennec (MICCAI (2), 2013)

Spatio-temporal Dimension Reduction of Cardiac Motion for Group-Wise Analysis and Statistical Testing. - Kristin McLeod; Christof Seiler; Maxime Sermesant; Xavier Pennec (MICCAI (2), 2013)

Toward a Comprehensive Framework for the Spatiotemporal Statistical Analysis of Longitudinal Shape Data. - Stanley Durrleman; Xavier Pennec; Alain Trouvé; José Braga; Guido Gerig; Nicholas Ayache (Int. J. Comput. Vis., 2013)

Geodesics, Parallel Transport & One-Parameter Subgroups for Diffeomorphic Image Registration. - Marco Lorenzi; Xavier Pennec (Int. J. Comput. Vis., 2013)

Mathematical Methods for Medical Imaging. - Xavier Pennec; Sarang C. Joshi; Mads Nielsen (Int. J. Comput. Vis., 2013)

Sparse Multi-Scale Diffeomorphic Registration: The Kernel Bundle Framework. - Stefan Sommer; François Lauze; Mads Nielsen; Xavier Pennec (J. Math. Imaging Vis., 2013)

Benchmarking framework for myocardial tracking and deformation algorithms: An open access database. - 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; et al. (Medical Image Anal., 2013)

LCC-Demons: A robust and accurate symmetric diffeomorphic registration algorithm. - Marco Lorenzi; Nicholas Ayache; Giovanni B. Frisoni; Xavier Pennec (NeuroImage, 2013)

Higher-Order Momentum Distributions and Locally Affine LDDMM Registration. - Stefan Sommer; Mads Nielsen; Sune Darkner; Xavier Pennec (SIAM J. Imaging Sci., 2013)

A Biophysical Model of Shape Changes due to Atrophy in the Brain with Alzheimer's Disease. - Bishesh Khanal; Marco Lorenzi; Nicholas Ayache; Xavier Pennec (MICCAI (2), 2014)

Spectral Log-Demons: Diffeomorphic Image Registration with Very Large Deformations. - Herve Lombaert; Leo J. Grady; Xavier Pennec; Nicholas Ayache; Farida Cheriet (Int. J. Comput. Vis., 2014)

Efficient Parallel Transport of Deformations in Time Series of Images: From Schild's to Pole Ladder. - Marco Lorenzi; Xavier Pennec (J. Math. Imaging Vis., 2014)

Group-wise construction of reduced models for understanding and characterization of pulmonary blood flows from medical images. - Romain Guibert; Kristin McLeod; Alfonso Caiazzo; Tommaso Mansi; Miguel A. Fernández; Maxime Sermesant; Xavier Pennec; Irene E. Vignon-Clementel; Younes Boudjemline; Jean-Frédéric Gerbeau (Medical Image Anal., 2014)

Corrigendum to "Group-wise construction of reduced models for understanding and characterization of pulmonary blood flows from medical images" [Med. Image Anal. 18(2014) 63-82]. - Romain Guibert; Kristin McLeod; Alfonso Caiazzo; Tommaso Mansi; Miguel A. Fernández; Maxime Sermesant; Xavier Pennec; Irene E. Vignon-Clementel; Younes Boudjemline; Jean-Frédéric Gerbeau (Medical Image Anal., 2014)

Propagation of Myocardial Fibre Architecture Uncertainty on Electromechanical Model Parameter Estimation: A Case Study. - Roch Molléro; Dominik Neumann; Marc-Michel Rohé; Manasi Datar; Hervé Lombaert; Nicholas Ayache; Dorin Comaniciu; Olivier Ecabert; Marcello Chinali; Gabriele Rinelli; Xavier Pennec; Maxime Sermesant; et al. (FIMH, 2015)

Biased Estimators on Quotient Spaces. - Nina Miolane; Xavier Pennec (GSI, 2015)

Barycentric Subspaces and Affine Spans in Manifolds. - Xavier Pennec (GSI, 2015)

A Non-parametric Statistical Shape Model for Assessment of the Surgically Repaired Aortic Arch in Coarctation of the Aorta: How Normal is Abnormal? - Jan L. Bruse; Kristin McLeod; Giovanni Biglino; Hopewell N. Ntsinjana; Claudio Capelli; Tain-Yen Hsia; Maxime Sermesant; Xavier Pennec; Andrew Mayall Taylor; Silvia Schievano (STACOM@MICCAI, 2015)

Descriptive and Intuitive Population-Based Cardiac Motion Analysis via Sparsity Constrained Tensor Decomposition. - Kristin McLeod; Maxime Sermesant; Philipp Beerbaum; Xavier Pennec (MICCAI (3), 2015)

A Survey of Mathematical Structures for Extending 2D Neurogeometry to 3D Image Processing. - Nina Miolane; Xavier Pennec (MCV@MICCAI, 2015)

Combination of Polyaffine Transformations and Supervised Learning for the Automatic Diagnosis of LV Infarct. - Marc-Michel Rohé; Nicolas Duchateau; Maxime Sermesant; Xavier Pennec (STACOM@MICCAI, 2015)

Computing Bi-Invariant Pseudo-Metrics on Lie Groups for Consistent Statistics. - Nina Miolane; Xavier Pennec (Entropy, 2015)

Assessing atrophy measurement techniques in dementia: Results from the MIRIAD atrophy challenge. - David M. Cash; Chris Frost 001; Leonardo O. Iheme; Devrim Ünay; Melek Kandemir; Jurgen Fripp; Olivier Salvado; Pierrick Bourgeat; Martin Reuter 001; Bruce Fischl; Marco Lorenzi; Giovanni B. Frisoni; et al. (NeuroImage, 2015)

Regional flux analysis for discovering and quantifying anatomical changes: An application to the brain morphometry in Alzheimer's disease. - Marco Lorenzi; Nicholas Ayache; Xavier Pennec (NeuroImage, 2015)

Spatio-Temporal Tensor Decomposition of a Polyaffine Motion Model for a Better Analysis of Pathological Left Ventricular Dynamics. - Kristin McLeod; Maxime Sermesant; Philipp Beerbaum; Xavier Pennec (IEEE Trans. Medical Imaging, 2015)

Highly reduced model of the cardiac function for fast simulation. - Marc-Michel Rohé; Roch Molléro; Maxime Sermesant; Xavier Pennec (IVMSP, 2016)

A Multiscale Cardiac Model for Fast Personalisation and Exploitation. - Roch Molléro; Xavier Pennec; Hervé Delingette; Nicholas Ayache; Maxime Sermesant (MICCAI (3), 2016)

Barycentric Subspace Analysis: A New Symmetric Group-Wise Paradigm for Cardiac Motion Tracking. - Marc-Michel Rohé; Maxime Sermesant; Xavier Pennec (MICCAI (3), 2016)

A statistical shape modelling framework to extract 3D shape biomarkers from medical imaging data: assessing arch morphology of repaired coarctation of the aorta. - Jan L. Bruse; Kristin McLeod; Giovanni Biglino; Hopewell N. Ntsinjana; Claudio Capelli; Tain-Yen Hsia; Maxime Sermesant; Xavier Pennec; Andrew Mayall Taylor; Silvia Schievano (BMC Medical Imaging, 2016)

A biophysical model of brain deformation to simulate and analyze longitudinal MRIs of patients with Alzheimer's disease. - Bishesh Khanal; Marco Lorenzi; Nicholas Ayache; Xavier Pennec (NeuroImage, 2016)

Prediction of Post-Ablation Outcome in Atrial Fibrillation Using Shape Parameterization and Partial Least Squares Regression. - Shuman Jia; Claudia Camaioni; Marc-Michel Rohé; Pierre Jaïs; Xavier Pennec; Hubert Cochet; Maxime Sermesant (FIMH, 2017)

Improving Understanding of Long-Term Cardiac Functional Remodelling via Cross-Sectional Analysis of Polyaffine Motion Parameters. - Kristin McLeod; Maxime Sermesant; Xavier Pennec (FIMH, 2017)

Longitudinal Parameter Estimation in 3D Electromechanical Models: Application to Cardiovascular Changes in Digestion. - Roch Molléro; Jakob A. Hauser; Xavier Pennec; Manasi Datar; Hervé Delingette; Alexander Jones; Nicholas Ayache; Tobias Heimann; Maxime Sermesant (FIMH, 2017)

Sample-Limited L_p Barycentric Subspace Analysis on Constant Curvature Spaces. - Xavier Pennec (GSI, 2017)

Inconsistency of Template Estimation with the Fréchet Mean in Quotient Space. - Loïc Devilliers; Xavier Pennec; Stéphanie Allassonnière (IPMI, 2017)

Longitudinal Analysis Using Personalised 3D Cardiac Models with Population-Based Priors: Application to Paediatric Cardiomyopathies. - Roch Molléro; Hervé Delingette; Manasi Datar; Tobias Heimann; Jakob A. Hauser; Dilveer Panesar; Alexander Jones; Andrew Mayall Taylor; Marcus Kelm; Titus Kühne; Marcello Chinali; Gabriele Rinelli; et al. (MICCAI (2), 2017)

SVF-Net: Learning Deformable Image Registration Using Shape Matching. - Marc-Michel Rohé; Manasi Datar; Tobias Heimann; Maxime Sermesant; Xavier Pennec (MICCAI (1), 2017)

Automatic Multi-Atlas Segmentation of Myocardium with SVF-Net. - Marc-Michel Rohé; Maxime Sermesant; Xavier Pennec (STACOM@MICCAI, 2017)

Statistical shape modelling to aid surgical planning: associations between surgical parameters and head shapes following spring-assisted cranioplasty. - Naiara Rodriguez-Florez; Jan L. Bruse; Alessandro Borghi; Herman Vercruysse; Juling Ong; Greg James; Xavier Pennec; David J. Dunaway; N. U. Owase Jeelani; Silvia Schievano (Int. J. Comput. Assist. Radiol. Surg., 2017)

Inconsistency of Template Estimation by Minimizing of the Variance/Pre-Variance in the Quotient Space. - Loïc Devilliers; Stéphanie Allassonnière; Alain Trouvé; Xavier Pennec (Entropy, 2017)

Template Estimation in Computational Anatomy: Fréchet Means Top and Quotient Spaces Are Not Consistent. - Loïc Devilliers; Stéphanie Allassonnière; Alain Trouvé; Xavier Pennec (SIAM J. Imaging Sci., 2017)

Template Shape Estimation: Correcting an Asymptotic Bias. - Nina Miolane; Susan P. Holmes; Xavier Pennec (SIAM J. Imaging Sci., 2017)

Detecting Clinically Meaningful Shape Clusters in Medical Image Data: Metrics Analysis for Hierarchical Clustering Applied to Healthy and Pathological Aortic Arches. - Jan L. Bruse; Maria A. Zuluaga; Abbas Khushnood; Kristin McLeod; Hopewell N. Ntsinjana; Tain-Yen Hsia; Maxime Sermesant; Xavier Pennec; Andrew Mayall Taylor; Silvia Schievano (IEEE Trans. Biomed. Eng., 2017)

Parallel Transport of Surface Deformations from Pole Ladder to Symmetrical Extension. - Shuman Jia; Nicolas Duchateau; Pamela Moceri; Maxime Sermesant; Xavier Pennec (ShapeMI@MICCAI, 2018)

Automatically Segmenting the Left Atrium from Cardiac Images Using Successive 3D U-Nets and a Contour Loss. - Shuman Jia; Antoine Despinasse; Zihao Wang 002; Hervé Delingette; Xavier Pennec; Pierre Jaïs; Hubert Cochet; Maxime Sermesant (STACOM@MICCAI, 2018)

geomstats: a Python Package for Riemannian Geometry in Machine Learning. - Nina Miolane; Johan Mathe; Claire Donnat; Mikael Jorda; Xavier Pennec (CoRR, 2018)

Parallel Transport with Pole Ladder: a Third Order Scheme in Affine Connection Spaces which is Exact in Affine Symmetric Spaces. - Xavier Pennec (CoRR, 2018)

Low-dimensional representation of cardiac motion using Barycentric Subspaces: A new group-wise paradigm for estimation, analysis, and reconstruction. - Marc-Michel Rohé; Maxime Sermesant; Xavier Pennec (Medical Image Anal., 2018)

Topologically Constrained Template Estimation via Morse-Smale Complexes Controls Its Statistical Consistency. - Nina Miolane; Susan P. Holmes; Xavier Pennec (SIAM J. Appl. Algebra Geom., 2018)

Cardiac Motion Evolution Model for Analysis of Functional Changes Using Tensor Decomposition and Cross-Sectional Data. - Kristin McLeod; Kristin Tøndel; Lilian Calvet; Maxime Sermesant; Xavier Pennec (IEEE Trans. Biomed. Eng., 2018)

Statistical Shape Modeling of the Left Ventricle: Myocardial Infarct Classification Challenge. - 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; et al. (IEEE J. Biomed. Health Informatics, 2018)

Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved? - Olivier Bernard 001; Alain Lalande; Clément Zotti; Frederic Cervenansky; Xin Yang 009; Pheng-Ann Heng; Irem Cetin; Karim Lekadir; Oscar Camara 001; Miguel Ángel González Ballester; Gerard Sanroma; Sandy Napel; et al. (IEEE Trans. Medical Imaging, 2018)

Symmetric Algorithmic Components for Shape Analysis with Diffeomorphisms. - Nicolas Guigui; Shuman Jia; Maxime Sermesant; Xavier Pennec (GSI, 2019)

Exploration of Balanced Metrics on Symmetric Positive Definite Matrices. - Yann Thanwerdas; Xavier Pennec (GSI, 2019)

Is Affine-Invariance Well Defined on SPD Matrices? A Principled Continuum of Metrics. - Yann Thanwerdas; Xavier Pennec (GSI, 2019)

A model of brain morphological changes related to aging and Alzheimer's disease from cross-sectional assessments. - Raphaël Sivera; Hervé Delingette; Marco Lorenzi; Xavier Pennec; Nicholas Ayache (NeuroImage, 2019)

Introduction to Geometric Learning in Python with Geomstats. - Nina Miolane; Nicolas Guigui; Hadi Zaatiti; Christian Shewmake; Hatem Hajri; Daniel Brooks; Alice Le Brigant; Johan Mathe; Benjamin Hou; Yann Thanwerdas; Stefan Heyder; Olivier Peltre; et al. (SciPy, 2020)

Geomstats: A Python Package for Riemannian Geometry in Machine Learning. - 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; et al. (CoRR, 2020)

Geodesic squared exponential kernel for non-rigid shape registration. - Florent Jousse 001; Xavier Pennec; Hervé Delingette; Matilde Gonzalez (FG, 2021)

Parallel Transport on Kendall Shape Spaces. - Nicolas Guigui; Elodie Maignant; Alain Trouvé; Xavier Pennec (GSI, 2021)

A Reduced Parallel Transport Equation on Lie Groups with a Left-Invariant Metric. - Nicolas Guigui; Xavier Pennec (GSI, 2021)

Geodesics and Curvature of the Quotient-Affine Metrics on Full-Rank Correlation Matrices. - Yann Thanwerdas; Xavier Pennec (GSI, 2021)

Cardiac Motion Modeling With Parallel Transport And Shape Splines. - Nicolas Guigui; Pamela Moceri; Maxime Sermesant; Xavier Pennec (ISBI, 2021)

Numerical Accuracy of Ladder Schemes for Parallel Transport on Manifolds. - Nicolas Guigui; Xavier Pennec (Found. Comput. Math., 2022)

Theoretically and Computationally Convenient Geometries on Full-Rank Correlation Matrices. - Yann Thanwerdas; Xavier Pennec (SIAM J. Matrix Anal. Appl., 2022)

Towards Quotient Barycentric Subspaces. - Anna Calissano; Elodie Maignant; Xavier Pennec (GSI (1), 2023)

Riemannian Locally Linear Embedding with Application to Kendall Shape Spaces. - Elodie Maignant; Alain Trouvé; Xavier Pennec (GSI (1), 2023)

Rethinking the Riemannian Logarithm on Flag Manifolds as an Orthogonal Alignment Problem. - Tom Szwagier; Xavier Pennec (GSI (1), 2023)

Characterization of Invariant Inner Products. - Yann Thanwerdas; Xavier Pennec (GSI (1), 2023)

Tangent Phylogenetic PCA. - Morten Akhøj; Xavier Pennec; Stefan Sommer (SCIA (2), 2023)

Principal subbundles for dimension reduction. - Morten Akhøj; James Benn; Erlend Grong; Stefan Sommer; Xavier Pennec (CoRR, 2023)

Introduction to Riemannian Geometry and Geometric Statistics: From Basic Theory to Implementation with Geomstats. - Nicolas Guigui; Nina Miolane; Xavier Pennec (Found. Trends Mach. Learn., 2023)

Bures-Wasserstein Minimizing Geodesics between Covariance Matrices of Different Ranks. - Yann Thanwerdas; Xavier Pennec (SIAM J. Matrix Anal. Appl., 2023)

Beyond Euclid: An Illustrated Guide to Modern Machine Learning with Geometric, Topological, and Algebraic Structures. - Sophia Sanborn; Johan Mathe; Mathilde Papillon; Domas Buracas; Hansen Lillemark; Christian Shewmake; Abby Bertics; Xavier Pennec; Nina Miolane (CoRR, 2024)

Nested subspace learning with flags. - Tom Szwagier; Xavier Pennec (CoRR, 2025)

Parsimonious Gaussian mixture models with piecewise-constant eigenvalue profiles. - Tom Szwagier; Pierre-Alexandre Mattei; Charles Bouveyron; Xavier Pennec (CoRR, 2025)