Watershed of a continuous function. - Laurent Najman; Michel Schmitt (Signal Process., 1994)

Morphologie Mathématique: de la Segmentation d'Images à l'Analyse Multivoque. (Mathematical Morphology: from Image Segmentation to Set-Valued Analysis). - Laurent Najman (1994)

Topological and geometrical corners by watershed. - Laurent Najman; Régis Vaillant (CAIP, 1995)

Mutational equations of the morphological dilation tubes. - Luc Doyen; Laurent Najman; Juliette Mattioli (J. Math. Imaging Vis., 1995)

Lattice Operators Underlying Dynamic Systems. - Juliette Mattioli; Luc Doyen; Laurent Najman (ISMM, 1996)

Geodesic Saliency of Watershed Contours and Hierarchical Segmentation. - Laurent Najman; Michel Schmitt (IEEE Trans. Pattern Anal. Mach. Intell., 1996)

From crowd simulation to airbag deployment: particle systems, a new paradigm of simulation. - Eric Bouvier; Eyal Cohen; Laurent Najman (J. Electronic Imaging, 1997)

The Montagne Russe algorithm for global optimization. - Jean-Pierre Aubin; Laurent Najman (Math. Methods Oper. Res., 1998)

Scan-to-XML: Using Software Component Algebra for Intelligent Document Generation. - Bart Lamiroy; Laurent Najman (GREC, 2001)

Benchmarking Commercial OCR Engines for Technical Drawings Indexing. - J. C. Lecoq; Laurent Najman; Olivier Gibot; Éric Trupin (ICDAR, 2001)

Indexing Technical Drawings Using Title Block Structure Recognition. - Laurent Najman; Olivier Gibot; Stéphane Berche (ICDAR, 2001)

Watershed Algorithms and Contrast Preservation. - Laurent Najman; Michel Couprie (DGCI, 2003)

Using mathematical morphology for document skew estimation. - Laurent Najman (DRR, 2004)

Algorithms for the Topological Watershed. - Michel Couprie; Laurent Najman; Gilles Bertrand 001 (DGCI, 2005)

Mosaics and Watersheds. - Laurent Najman; Michel Couprie; Gilles Bertrand 001 (ISMM, 2005)

Watersheds, mosaics, and the emergence paradigm. - Laurent Najman; Michel Couprie; Gilles Bertrand 001 (Discret. Appl. Math., 2005)

Quasi-Linear Algorithms for the Topological Watershed. - Michel Couprie; Laurent Najman; Gilles Bertrand 001 (J. Math. Imaging Vis., 2005)

Morphologie mathématique, systèmes dynamiques et applications au traitement des images. (Mathematical Morphology, dynamic systems and image processing applications). - Laurent Najman (2006)

Fusion Graphs, Region Merging and Watersheds. - Jean Cousty; Gilles Bertrand 001; Michel Couprie; Laurent Najman (DGCI, 2006)

Grayscale Watersheds on Perfect Fusion Graphs. - Jean Cousty; Michel Couprie; Laurent Najman; Gilles Bertrand 001 (IWCIA, 2006)

Building the Component Tree in Quasi-Linear Time. - Laurent Najman; Michel Couprie (IEEE Trans. Image Process., 2006)

Automated, Accurate and Fast Segmentation of 4D Cardiac MR Images. - Jean Cousty; Laurent Najman; Michel Couprie; Stéphanie Clément-Guinaudeau; Thomas Goissen; Jérôme Garot (FIMH, 2007)

Watershed cuts. - Jean Cousty; Gilles Bertrand 001; Laurent Najman; Michel Couprie (ISMM (1), 2007)

1D Component tree in linear time and space and its application to gray-level image multithresholding. - David Menotti; Laurent Najman; Arnaldo de Albuquerque Araújo (ISMM (1), 2007)

ISMM05 special issue. - Christian Ronse; Laurent Najman; Etienne Decencière (Image Vis. Comput., 2007)

Multi-Histogram Equalization Methods for Contrast Enhancement and Brightness Preserving. - David Menotti; Laurent Najman; Jacques Facon; Arnaldo de Albuquerque Araújo (IEEE Trans. Consumer Electron., 2007)

Parallel Algorithm for Concurrent Computation of Connected Component Tree. - Petr Matas; Eva Dokládalová; Mohamed Akil; Thierry Grandpierre; Laurent Najman; Martin Poupa; Vjaceslav Georgiev (ACIVS, 2008)

On Watershed Cuts and Thinnings. - Jean Cousty; Gilles Bertrand 001; Laurent Najman; Michel Couprie (DGCI, 2008)

Raising in watershed lattices. - Jean Cousty; Laurent Najman; Jean Serra (ICIP, 2008)

Weighted fusion graphs: Merging properties and watersheds. - Jean Cousty; Michel Couprie; Laurent Najman; Gilles Bertrand 001 (Discret. Appl. Math., 2008)

Fusion Graphs: Merging Properties and Watersheds. - Jean Cousty; Gilles Bertrand 001; Michel Couprie; Laurent Najman (J. Math. Imaging Vis., 2008)

Power watersheds: A new image segmentation framework extending graph cuts, random walker and optimal spanning forest. - Camille Couprie; Leo J. Grady; Laurent Najman; Hugues Talbot (ICCV, 2009)

Some Morphological Operators in Graph Spaces. - Jean Cousty; Laurent Najman; Jean Serra (ISMM, 2009)

Milena: Write Generic Morphological Algorithms Once, Run on Many Kinds of Images. - Roland Levillain; Thierry Géraud; Laurent Najman (ISMM, 2009)

Ultrametric Watersheds. - Laurent Najman (ISMM, 2009)

Collapses and Watersheds in Pseudomanifolds. - Jean Cousty; Gilles Bertrand 001; Michel Couprie; Laurent Najman (IWCIA, 2009)

Watershed Cuts: Minimum Spanning Forests and the Drop of Water Principle. - Jean Cousty; Gilles Bertrand 001; Laurent Najman; Michel Couprie (IEEE Trans. Pattern Anal. Mach. Intell., 2009)

Anisotropic diffusion using power watersheds. - Camille Couprie; Leo J. Grady; Laurent Najman; Hugues Talbot (ICIP, 2010)

Why and howto design a generic and efficient image processing framework: The case of the Milena library. - Roland Levillain; Thierry Géraud; Laurent Najman (ICIP, 2010)

Writing Reusable Digital Topology Algorithms in a Generic Image Processing Framework. - Roland Levillain; Thierry Géraud; Laurent Najman (WADGMM, 2010)

On Morphological Hierarchical Representations for Image Processing and Spatial Data Clustering. - Pierre Soille; Laurent Najman (WADGMM, 2010)

Ultrametric watersheds: a bijection theorem for hierarchical edge-segmentation - Laurent Najman (CoRR, 2010)

Combinatorial Continuous Maximal Flows - Camille Couprie; Leo J. Grady; Hugues Talbot; Laurent Najman (CoRR, 2010)

Segmentation of 4D cardiac MRI: Automated method based on spatio-temporal watershed cuts. - Jean Cousty; Laurent Najman; Michel Couprie; Stéphanie Clément-Guinaudeau; Thomas Goissen; Jérôme Garot (Image Vis. Comput., 2010)

Watershed Cuts: Thinnings, Shortest Path Forests, and Topological Watersheds. - Jean Cousty; Gilles Bertrand 001; Laurent Najman; Michel Couprie (IEEE Trans. Pattern Anal. Mach. Intell., 2010)

Some Morphological Operators on Simplicial Complex Spaces. - Fabio Dias 001; Jean Cousty; Laurent Najman (DGCI, 2011)

Comparison of different segmentation approaches without using gold standard. Application to the estimation of the left ventricle ejection fraction from cardiac cine MRI sequences. - Jessica Lebenberg; Irène Buvat; Mireille Garreau; Christopher Casta; Constantin Constantinides; Jean Cousty; Alexandre Cochet; Stéphanie Jehan-Besson; Christophe Tilmant; Muriel Lefort; Elodie Roullot; Laurent Najman; et al. (EMBC, 2011)

Dual constrained TV-based regularization. - Camille Couprie; Hugues Talbot; Jean-Christophe Pesquet; Laurent Najman; Leo J. Grady (ICASSP, 2011)

Surface Reconstruction Using Power Watershed. - Camille Couprie; Xavier Bresson; Laurent Najman; Hugues Talbot; Leo J. Grady (ISMM, 2011)

Incremental Algorithm for Hierarchical Minimum Spanning Forests and Saliency of Watershed Cuts. - Jean Cousty; Laurent Najman (ISMM, 2011)

Towards a Parallel Topological Watershed: First Results. - Joël van Neerbos; Laurent Najman; Michael H. F. Wilkinson (ISMM, 2011)

On the Equivalence Between Hierarchical Segmentations and Ultrametric Watersheds. - Laurent Najman (J. Math. Imaging Vis., 2011)

A comprehensive study of stent visualization enhancement in X-ray images by image processing means. - Vincent Bismuth; Régis Vaillant; François Funck; Niels Guillard; Laurent Najman (Medical Image Anal., 2011)

Power Watershed: A Unifying Graph-Based Optimization Framework. - Camille Couprie; Leo J. Grady; Laurent Najman; Hugues Talbot (IEEE Trans. Pattern Anal. Mach. Intell., 2011)

Artwork 3D model database indexing and classification. - Sylvie Philipp-Foliguet; Michel Jordan; Laurent Najman; Jean Cousty (Pattern Recognit., 2011)

Combinatorial Continuous Maximum Flow. - Camille Couprie; Leo J. Grady; Hugues Talbot; Laurent Najman (SIAM J. Imaging Sci., 2011)

A hybrid algorithm for automatic heart segmentation in ct angiography. - Imen Melki; Hugues Talbot; Jean Cousty; Céline Pruvot; Jérôme F. Knoplioch; Laurent Launay; Laurent Najman (ICIP, 2012)

Context-based energy estimator: Application to object segmentation on the tree of shapes. - Yongchao Xu; Thierry Géraud; Laurent Najman (ICIP, 2012)

Scene parsing with Multiscale Feature Learning, Purity Trees, and Optimal Covers. - Clément Farabet; Camille Couprie; Laurent Najman; Yann LeCun (ICML, 2012)

Morphological filtering in shape spaces: Applications using tree-based image representations. - Yongchao Xu; Thierry Géraud; Laurent Najman (ICPR, 2012)

Curvilinear Structure Enhancement with the Polygonal Path Image - Application to Guide-Wire Segmentation in X-Ray Fluoroscopy. - Vincent Bismuth; Régis Vaillant; Hugues Talbot; Laurent Najman (MICCAI (2), 2012)

A Hierarchical Image Segmentation Algorithm Based on an Observation Scale. - Silvio Jamil Ferzoli Guimarães; Jean Cousty; Yukiko Kenmochi; Laurent Najman (SSPR/SPR, 2012)

An efficient hierarchical graph based image segmentation - Silvio Jamil Ferzoli Guimarães; Jean Cousty; Yukiko Kenmochi; Laurent Najman (CoRR, 2012)

Writing Reusable Digital Geometry Algorithms in a Generic Image Processing Framework - Roland Levillain; Thierry Géraud; Laurent Najman (CoRR, 2012)

Introduction to the Issue on Filtering and Segmentation With Mathematical Morphology. - Laurent Najman; Junior Barrera; B. S. Daya Sagar; Petros Maragos; Dan Schonfeld (IEEE J. Sel. Top. Signal Process., 2012)

Nonsupervised Ranking of Different Segmentation Approaches: Application to the Estimation of the Left Ventricular Ejection Fraction From Cardiac Cine MRI Sequences. - Jessica Lebenberg; Irène Buvat; Alain Lalande; Patrick Clarysse; Christopher Casta; Alexandre Cochet; Constantin Constantinides; Jean Cousty; Alain De Cesare; Stéphanie Jehan-Besson; Muriel Lefort; Laurent Najman; et al. (IEEE Trans. Medical Imaging, 2012)

Causal graph-based video segmentation. - Camille Couprie; Clément Farabet; Yann LeCun; Laurent Najman (ICIP, 2013)

Salient level lines selection using the Mumford-Shah functional. - Yongchao Xu; Thierry Géraud; Laurent Najman (ICIP, 2013)

Constructive Links between Some Morphological Hierarchies on Edge-Weighted Graphs. - Jean Cousty; Laurent Najman; Benjamin Perret (ISMM, 2013)

A Quasi-linear Algorithm to Compute the Tree of Shapes of nD Images. - Thierry Géraud; Edwin Carlinet; Sébastien Crozet; Laurent Najman (ISMM, 2013)

Playing with Kruskal: Algorithms for Morphological Trees in Edge-Weighted Graphs. - Laurent Najman; Jean Cousty; Benjamin Perret (ISMM, 2013)

Discrete Set-Valued Continuity and Interpolation. - Laurent Najman; Thierry Géraud (ISMM, 2013)

Two Applications of Shape-Based Morphology: Blood Vessels Segmentation and a Generalization of Constrained Connectivity. - Yongchao Xu; Thierry Géraud; Laurent Najman (ISMM, 2013)

Hierarchical Video Segmentation Using an Observation Scale. - Kleber Jacques Ferreira de Souza; Arnaldo de Albuquerque Araújo; Zenilton K. G. do Patrocínio; Jean Cousty; Laurent Najman; Yukiko Kenmochi; Silvio Jamil Ferzoli Guimarães (SIBGRAPI, 2013)

Indoor Semantic Segmentation using depth information - Camille Couprie; Clément Farabet; Laurent Najman; Yann LeCun (ICLR, 2013)

Morphological filtering on graphs. - Jean Cousty; Laurent Najman; Fabio Dias 001; Jean Serra (Comput. Vis. Image Underst., 2013)

Standardized evaluation framework for evaluating coronary artery stenosis detection, stenosis quantification and lumen segmentation algorithms in computed tomography angiography. - Hortense A. Kirisli; Michiel Schaap; Coert Metz; A. S. Dharampal; W. B. Meijboom; S. L. Papadopoulou; A. Dedic; K. Nieman; Michiel A. de Graaf; M. F. L. Meijs; M. J. Cramer; Alexander Broersen; et al. (Medical Image Anal., 2013)

Learning Hierarchical Features for Scene Labeling. - Clément Farabet; Camille Couprie; Laurent Najman; Yann LeCun (IEEE Trans. Pattern Anal. Mach. Intell., 2013)

Dual Constrained TV-based Regularization on Graphs. - Camille Couprie; Leo J. Grady; Laurent Najman; Jean-Christophe Pesquet; Hugues Talbot (SIAM J. Imaging Sci., 2013)

Practical Genericity: Writing Image Processing Algorithms Both Reusable and Efficient. - Roland Levillain; Thierry Géraud; Laurent Najman; Edwin Carlinet (CIARP, 2014)

On Making nD Images Well-Composed by a Self-dual Local Interpolation. - Nicolas Boutry; Thierry Géraud; Laurent Najman (DGCI, 2014)

Tubular Structure Filtering by Ranking Orientation Responses of Path Operators. - Odyssée Merveille; Hugues Talbot; Laurent Najman; Nicolas Passat (ECCV (2), 2014)

Morphological floodings and optimal cuts in hierarchies. - Jean Cousty; Laurent Najman (ICIP, 2014)

A mutual reference shape based on information theory. - Stéphanie Jehan-Besson; Christophe Tilmant; Alain De Cesare; Alain Lalande; Alexandre Cochet; Jean Cousty; Jessica Lebenberg; Muriel Lefort; Patrick Clarysse; Régis Clouard; Laurent Najman; Laurent Sarry; et al. (ICIP, 2014)

Meaningful disjoint level lines selection. - Yongchao Xu; Edwin Carlinet; Thierry Géraud; Laurent Najman (ICIP, 2014)

Learning-based automatic detection of severe coronary stenoses in CT angiographies. - Imen Melki; Cyril Cardon; Nicolas Gogin; Hugues Talbot; Laurent Najman (Computer-Aided Diagnosis, 2014)

Collapses and Watersheds in Pseudomanifolds of Arbitrary Dimension. - Jean Cousty; Gilles Bertrand 001; Michel Couprie; Laurent Najman (J. Math. Imaging Vis., 2014)

Convolutional nets and watershed cuts for real-time semantic Labeling of RGBD videos. - Camille Couprie; Clément Farabet; Laurent Najman; Yann LeCun (J. Mach. Learn. Res., 2014)

Dimensional operators for mathematical morphology on simplicial complexes. - Fabio Dias 001; Jean Cousty; Laurent Najman (Pattern Recognit. Lett., 2014)

A graph-based mathematical morphology reader. - Laurent Najman; Jean Cousty (Pattern Recognit. Lett., 2014)

Tree-Based Morse Regions: A Topological Approach to Local Feature Detection. - Yongchao Xu; Pascal Monasse; Thierry Géraud; Laurent Najman (IEEE Trans. Image Process., 2014)

Efficient Polynomial Implementation of Several Multithresholding Methods for Gray-Level Image Segmentation. - David Menotti; Laurent Najman; Arnaldo de Albuquerque Araújo (CIARP, 2015)

Hierarchical Image Segmentation Relying on a Likelihood Ratio Test. - Silvio Jamil Ferzoli Guimarães; Zenilton Kleber G. do Patrocínio Jr.; Yukiko Kenmochi; Jean Cousty; Laurent Najman (ICIAP (2), 2015)

How to make nD images well-composed without interpolation. - Nicolas Boutry; Thierry Géraud; Laurent Najman (ICIP, 2015)

Multicriteria 3D PET image segmentation. - Francisco Javier Alvarez Padilla; Éloïse Grossiord; Barbara Romaniuk; Benoît Naegel; Camille Kurtz; Hugues Talbot; Laurent Najman; Romain Guillemot; Dimitri Papathanassiou; Nicolas Passat (IPTA, 2015)

Hierarchies and shape-space for pet image segmentation. - Éloïse Grossiord; Hugues Talbot; Nicolas Passat; Michel Meignan; Pierre Tervé; Laurent Najman (ISBI, 2015)

A regionalized automated measurement of ciliary beating frequency. - Élodie Puybareau; Hugues Talbot; Gabriel Pelle; Bruno Louis; Jean-François Papon; André Coste; Laurent Najman (ISBI, 2015)

How to Make nD Functions Digitally Well-Composed in a Self-dual Way. - Nicolas Boutry; Thierry Géraud; Laurent Najman (ISMM, 2015)

New Characterizations of Minimum Spanning Trees and of Saliency Maps Based on Quasi-flat Zones. - Jean Cousty; Laurent Najman; Yukiko Kenmochi; Silvio Jamil Ferzoli Guimarães (ISMM, 2015)

A Comparison of Some Morphological Filters for Improving OCR Performance. - Laurent Mennillo; Jean Cousty; Laurent Najman (ISMM, 2015)

Ranking Orientation Responses of Path Operators: Motivations, Choices and Algorithmics. - Odyssée Merveille; Hugues Talbot; Laurent Najman; Nicolas Passat (ISMM, 2015)

When Convex Analysis Meets Mathematical Morphology on Graphs. - Laurent Najman; Jean-Christophe Pesquet; Hugues Talbot (ISMM, 2015)

Efficient Computation of Attributes and Saliency Maps on Tree-Based Image Representations. - Yongchao Xu; Edwin Carlinet; Thierry Géraud; Laurent Najman (ISMM, 2015)

Discriminative Subtree Selection for NBI Endoscopic Image Labeling. - Tsubasa Hirakawa; Toru Tamaki; Takio Kurita; Bisser Raytchev; Kazufumi Kaneda; Chaohui Wang; Laurent Najman; Tetsushi Koide; Shigeto Yoshida; Hiroshi Mieno; Shinji Tanaka (ACCV Workshops (2), 2016)

Automating the measurement of physiological parameters: A case study in the image analysis of cilia motion. - Élodie Puybareau; Hugues Talbot; Emilie Bequignon; Bruno Louis; Gabriel Pelle; Jean-François Papon; André Coste; Laurent Najman (ICIP, 2016)

From Real MRA to Virtual MRA: Towards an Open-Source Framework. - Nicolas Passat; Stéphanie Salmon; Jean-Paul Armspach; Benoît Naegel; Christophe Prud'homme; Hugues Talbot; Alexandre Fortin; Simon Garnotel; Odyssée Merveille; Olivia Miraucourt; Ranine Tarabay; Vincent Chabannes; et al. (MICCAI (3), 2016)

Stochastic Hierarchical Watershed Cut Based on Disturbed Topographical Surface. - Carlos Alberto F. Pimentel Filho; Arnaldo de Albuquerque Araújo; Jean Cousty; Silvio Jamil Ferzoli Guimarães; Laurent Najman (SIBGRAPI, 2016)

Decreasing the Number of Features for Improving Human Action Classification. - Kleber Jacques Ferreira de Souza; Arnaldo de Albuquerque Araújo; Zenilton Kleber G. do Patrocínio Jr.; Jean Cousty; Laurent Najman; Yukiko Kenmochi; Silvio Jamil Ferzoli Guimarães (SIBGRAPI, 2016)

Connected Filtering on Tree-Based Shape-Spaces. - Yongchao Xu; Thierry Géraud; Laurent Najman (IEEE Trans. Pattern Anal. Mach. Intell., 2016)

Hierarchical image simplification and segmentation based on Mumford-Shah-salient level line selection. - Yongchao Xu; Thierry Géraud; Laurent Najman (Pattern Recognit. Lett., 2016)

Well-Composedness in Alexandrov Spaces Implies Digital Well-Composedness in mathbb Z^n. - Nicolas Boutry; Laurent Najman; Thierry Géraud (DGCI, 2017)

An Introduction to Gamma-Convergence for Spectral Clustering. - Aditya Challa; Sravan Danda; B. S. Daya Sagar; Laurent Najman (DGCI, 2017)

Graph-Based Hierarchical Video Cosegmentation. - Franciele Rodrigues; Pedro Leal; Yukiko Kenmochi; Jean Cousty; Laurent Najman; Silvio Jamil Ferzoli Guimarães; Zenilton Kleber Gonçalves do Patrocínio Jr. (ICIAP (1), 2017)

Power spectral clustering on hyperspectral data. - Aditya Challa; Sravan Danda; B. S. Daya Sagar; Laurent Najman (IGARSS, 2017)

Automated 3D lymphoma lesion segmentation from PET/CT characteristics. - Éloïse Grossiord; Hugues Talbot; Nicolas Passat; Michel Meignan; Laurent Najman (ISBI, 2017)

Periodic area-of-motion characterization for bio-medical applications. - Élodie Puybareau; Hugues Talbot; Laurent Najman (ISBI, 2017)

Power Tree Filter: A Theoretical Framework Linking Shortest Path Filters and Minimum Spanning Tree Filters. - Sravan Danda; Aditya Challa; B. S. Daya Sagar; Laurent Najman (ISMM, 2017)

Watersheds on Hypergraphs for Data Clustering. - Fabio Dias 001; Moussa Reda Mansour; Paola Valdivia; Jean Cousty; Laurent Najman (ISMM, 2017)

Evaluation of Combinations of Watershed Hierarchies. - Deise Santana Maia; Arnaldo de Albuquerque Araújo; Jean Cousty; Laurent Najman; Benjamin Perret; Hugues Talbot (ISMM, 2017)

VOIDD: Automatic Vessel-of-Intervention Dynamic Detection in PCI Procedures. - Ketan Bacchuwar; Jean Cousty; Régis Vaillant; Laurent Najman (CVII-STENT/LABELS@MICCAI, 2017)

Tree-Wise Discriminative Subtree Selection for Texture Image Labeling. - Tsubasa Hirakawa; Toru Tamaki; Takio Kurita; Bisser Raytchev; Kazufumi Kaneda; Chaohui Wang; Laurent Najman (IEEE Access, 2017)

Scale-space for empty catheter segmentation in PCI fluoroscopic images. - Ketan Bacchuwar; Jean Cousty; Régis Vaillant; Laurent Najman (Int. J. Comput. Assist. Radiol. Surg., 2017)

2D Filtering of Curvilinear Structures by Ranking the Orientation Responses of Path Operators (RORPO). - Odyssée Merveille; Benoît Naegel; Hugues Talbot; Laurent Najman; Nicolas Passat (Image Process. Line, 2017)

Hierarchizing graph-based image segmentation algorithms relying on region dissimilarity. - Silvio Jamil Ferzoli Guimarães; Yukiko Kenmochi; Jean Cousty; Zenilton Patrocínio; Laurent Najman (Math. Morphol. Theory Appl., 2017)

Hierarchical Segmentation Using Tree-Based Shape Spaces. - Yongchao Xu; Edwin Carlinet; Thierry Géraud; Laurent Najman (IEEE Trans. Pattern Anal. Mach. Intell., 2017)

Extending the Power Watershed Framework Thanks to Γ-Convergence. - Laurent Najman (SIAM J. Imaging Sci., 2017)

Extending K-Means to Preserve Spatial Connectivity. - Sampriti Soor; Aditya Challa; Sravan Danda; B. S. Daya Sagar; Laurent Najman (IGARSS, 2018)

A Tutorial on Well-Composedness. - Nicolas Boutry; Thierry Géraud; Laurent Najman (J. Math. Imaging Vis., 2018)

Hierarchical Segmentations with Graphs: Quasi-flat Zones, Minimum Spanning Trees, and Saliency Maps. - Jean Cousty; Laurent Najman; Yukiko Kenmochi; Silvio Jamil Ferzoli Guimarães (J. Math. Imaging Vis., 2018)

Curvilinear Structure Analysis by Ranking the Orientation Responses of Path Operators. - Odyssée Merveille; Hugues Talbot; Laurent Najman; Nicolas Passat (IEEE Trans. Pattern Anal. Mach. Intell., 2018)

Some Properties of Interpolations Using Mathematical Morphology. - Aditya Challa; Sravan Danda; B. S. Daya Sagar; Laurent Najman (IEEE Trans. Image Process., 2018)

Recognizing Hierarchical Watersheds. - Deise Santana Maia; Jean Cousty; Laurent Najman; Benjamin Perret (DGCI, 2019)

An Equivalence Relation Between Morphological Dynamics and Persistent Homology in 1D. - Nicolas Boutry; Thierry Géraud; Laurent Najman (ISMM, 2019)

Watersheding Hierarchies. - Deise Santana Maia; Jean Cousty; Laurent Najman; Benjamin Perret (ISMM, 2019)

On the Probabilities of Hierarchical Watersheds. - Deise Santana Maia; Jean Cousty; Laurent Najman; Benjamin Perret (ISMM, 2019)

Exploring Hierarchy Simplification for Non-Significant Region Removal. - Isabela Borlido Barcelos; Gabriel Barbosa da Fonseca; Laurent Najman; Yukiko Kenmochi; Benjamin Perret; Jean Cousty; Zenilton K. G. do Patrocínio; Silvio Jamil Ferzoli Guimarães (SIBGRAPI, 2019)

Revisiting the Isoperimetric Graph Partitioning Problem. - Sravan Danda; Aditya Challa; B. S. Daya Sagar; Laurent Najman (IEEE Access, 2019)

How to Make n-D Plain Maps Defined on Discrete Surfaces Alexandrov-Well-Composed in a Self-Dual Way. - Nicolas Boutry; Thierry Géraud; Laurent Najman (J. Math. Imaging Vis., 2019)

Some Theoretical Links Between Shortest Path Filters and Minimum Spanning Tree Filters. - Sravan Danda; Aditya Challa; B. S. Daya Sagar; Laurent Najman (J. Math. Imaging Vis., 2019)

Shape-Based Analysis on Component-Graphs for Multivalued Image Processing. - Éloïse Grossiord; Benoît Naegel; Hugues Talbot; Laurent Najman; Nicolas Passat (Math. Morphol. Theory Appl., 2019)

Erratum to "Hierarchizing graph-based image segmentation algorithms relying on region dissimilarity: the case of the Felzenszwalb-Huttenlocher method". - Silvio Jamil Ferzoli Guimarães; Yukiko Kenmochi; Jean Cousty; Zenilton Patrocínio; Laurent Najman (Math. Morphol. Theory Appl., 2019)

Properties of combinations of hierarchical watersheds. - Deise Santana Maia; Jean Cousty; Laurent Najman; Benjamin Perret (Pattern Recognit. Lett., 2019)

Removing non-significant regions in hierarchical clustering and segmentation. - Benjamin Perret; Jean Cousty; Silvio Jamil Ferzoli Guimarães; Yukiko Kenmochi; Laurent Najman (Pattern Recognit. Lett., 2019)

Higra: Hierarchical Graph Analysis. - Benjamin Perret; Giovanni Chierchia; Jean Cousty; Silvio Jamil Ferzoli Guimarães; Yukiko Kenmochi; Laurent Najman (SoftwareX, 2019)

Watersheds for Semi-Supervised Classification. - Aditya Challa; Sravan Danda; B. S. Daya Sagar; Laurent Najman (IEEE Signal Process. Lett., 2019)

Generation of Patient-Specific Cardiac Vascular Networks: A Hybrid Image-Based and Synthetic Geometric Model. - Clara Jaquet; Laurent Najman; Hugues Talbot; Leo J. Grady; Michiel Schaap; Buzzy Spain; Hyun Jin Kim 003; Irene E. Vignon-Clementel; Charles A. Taylor (IEEE Trans. Biomed. Eng., 2019)

CGO: Multiband Astronomical Source Detection With Component-Graphs. - Thanh Xuan Nguyen; Giovanni Chierchia; Laurent Najman; Aku Venhola; Caroline Haigh; Reynier Peletier; Michael H. F. Wilkinson; Hugues Talbot; Benjamin Perret (ICIP, 2020)

A 4D Counter-Example Showing that DWCness Does Not Imply CWCness in nD. - Nicolas Boutry; Rocío González-Díaz; Laurent Najman; Thierry Géraud (IWCIA, 2020)

Topological Properties of the First Non-Local Digitally Well-Composed Interpolation on n-D Cubical Grids. - Nicolas Boutry; Laurent Najman; Thierry Géraud (J. Math. Imaging Vis., 2020)

Equivalence between Digital Well-Composedness and Well-Composedness in the Sense of Alexandrov on n-D Cubical Grids. - Nicolas Boutry; Laurent Najman; Thierry Géraud (J. Math. Imaging Vis., 2020)

Power Spectral Clustering. - Aditya Challa; Sravan Danda; B. S. Daya Sagar; Laurent Najman (J. Math. Imaging Vis., 2020)

Characterization of Graph-Based Hierarchical Watersheds: Theory and Algorithms. - Deise Santana Maia; Jean Cousty; Laurent Najman; Benjamin Perret (J. Math. Imaging Vis., 2020)

Shaping for PET image analysis. - Éloïse Grossiord; Nicolas Passat; Hugues Talbot; Benoît Naegel; Salim Kanoun; Ilan Tal; Pierre Tervé; Soléakhéna Ken; Olivier Casasnovas; Michel Meignan; Laurent Najman (Pattern Recognit. Lett., 2020)

Graph-Based Supervoxel Computation from Iterative Spanning Forest. - Carolina Stephanie Jerônimo de Almeida; Felipe Belém; Sarah Almeida Carneiro; Zenilton K. G. do Patrocínio; Laurent Najman; Alexandre Xavier Falcão; Silvio Jamil Ferzoli Guimarães (DGMM, 2021)

An Equivalence Relation Between Morphological Dynamics and Persistent Homology in n-D. - Nicolas Boutry; Thierry Géraud; Laurent Najman (DGMM, 2021)

Object Detection With Component-Graphs in Multi-Band Images: Application to Source Detection in Astronomical Images. - Thanh Xuan Nguyen; Giovanni Chierchia; Oleksandra Razim; Reynier F. Peletier; Laurent Najman; Hugues Talbot; Benjamin Perret (IEEE Access, 2021)

Iterated Watersheds, A Connected Variation of K-Means for Clustering GIS Data. - Sampriti Soor; Aditya Challa; Sravan Danda; B. S. Daya Sagar; Laurent Najman (IEEE Trans. Emerg. Top. Comput., 2021)

Gradient Vector Fields of Discrete Morse Functions and Watershed-Cuts. - Nicolas Boutry; Gilles Bertrand 001; Laurent Najman (DGMM, 2022)

Fairness in generative modeling: do it unsupervised! - Mariia Zameshina; Olivier Teytaud; Fabien Teytaud; Vlad Hosu; Nathanaël Carraz Rakotonirina; Laurent Najman; Markus Wagner 007 (GECCO Companion, 2022)

Visualizing hierarchies in scRNA-seq data using a density tree-biased autoencoder. - Quentin Garrido; Sebastian Damrich; Alexander Jäger; Dario Cerletti; Manfred Claassen; Laurent Najman; Fred A. Hamprecht (Bioinform., 2022)

Gradient Vector Fields of Discrete Morse Functions are Minimum Spanning Forests. - Nicolas Boutry; Laurent Najman (CoRR, 2022)

A Proof of the Tree of Shapes in n-D. - Thierry Géraud; Nicolas Boutry; Sébastien Crozet; Edwin Carlinet; Laurent Najman (CoRR, 2022)

Fairness in generative modeling. - Mariia Zameshina; Olivier Teytaud; Fabien Teytaud; Vlad Hosu; Nathanaël Carraz; Laurent Najman; Markus Wagner 007 (CoRR, 2022)

Continuous Well-Composedness Implies Digital Well-Composedness in n-D. - Nicolas Boutry; Rocío González-Díaz; Laurent Najman; Thierry Géraud (J. Math. Imaging Vis., 2022)

Some Equivalence Relation between Persistent Homology and Morphological Dynamics. - Nicolas Boutry; Laurent Najman; Thierry Géraud (J. Math. Imaging Vis., 2022)

Rethinking interactive image segmentation: Feature space annotation. - Jordão Bragantini; Alexandre X. Falcão; Laurent Najman (Pattern Recognit., 2022)

Triplet-Watershed for Hyperspectral Image Classification. - Aditya Challa; Sravan Danda; B. S. Daya Sagar; Laurent Najman (IEEE Trans. Geosci. Remote. Sens., 2022)

Bridging Human Concepts and Computer Vision for Explainable Face Verification. - Miriam Doh; Caroline Mazini Rodrigues; Nicolas Boutry; Laurent Najman; Matei Mancas; Hugues Bersini (BEWARE@AI*IA, 2023)

On the duality between contrastive and non-contrastive self-supervised learning. - Quentin Garrido; Yubei Chen; Adrien Bardes; Laurent Najman; Yann LeCun (ICLR, 2023)

RankMe: Assessing the Downstream Performance of Pretrained Self-Supervised Representations by Their Rank. - Quentin Garrido; Randall Balestriero; Laurent Najman; Yann LeCun (ICML, 2023)

Self-supervised learning of Split Invariant Equivariant representations. - Quentin Garrido; Laurent Najman; Yann LeCun (ICML, 2023)

SWMLP: Shared Weight Multilayer Perceptron for Car Trajectory Speed Prediction using Road Topographical Features. - Sarah Almeida Carneiro; Giovanni Chierchia; Jean Charléty; Aurélie Chataignon; Laurent Najman (MT-ITS, 2023)

Diverse Diffusion: Enhancing Image Diversity in Text-to-Image Generation. - Mariia Zameshina; Olivier Teytaud; Laurent Najman (CoRR, 2023)

PrivacyGAN: robust generative image privacy. - Mariia Zameshina; Marlène Careil; Olivier Teytaud; Laurent Najman (CoRR, 2023)

Discrete Morse Functions and Watersheds. - Gilles Bertrand 001; Nicolas Boutry; Laurent Najman (J. Math. Imaging Vis., 2023)

Shape Transformation Driven by Active Contour for Class-Imbalanced Semi-Supervised Medical Image Segmentation. - Yuliang Gu; Yepeng Liu; Zhichao Sun; Jinchi Zhu; Yongchao Xu; Laurent Najman (BIBM, 2024)

Morse Frames. - Gilles Bertrand 001; Laurent Najman (DGMM, 2024)

Convex Optimization for Binary Tree-Based Transport Networks. - Raoul Sallé de Chou; Mohamed Ali Srir; Laurent Najman; Nicolas Passat; Hugues Talbot; Irene E. Vignon-Clementel (DGMM, 2024)

Finite Volume Informed Graph Neural Network for Myocardial Perfusion Simulation. - Raoul Sallé de Chou; Matthew Sinclair; Sabrina R. Lynch; Nan Xiao; Laurent Najman; Irene E. Vignon-Clementel; Hugues Talbot (MIDL, 2024)

Clustering Dynamics for Improved Speed Prediction Deriving from Topographical GPS Registrations. - Sarah Almeida Carneiro; Giovanni Chierchia; Aurélie Pirayre; Laurent Najman (CoRR, 2024)

A Novel Approach to Regularising 1NN classifier for Improved Generalization. - Aditya Challa; Sravan Danda; Laurent Najman (CoRR, 2024)

Learning and Leveraging World Models in Visual Representation Learning. - Quentin Garrido; Mahmoud Assran; Nicolas Ballas; Adrien Bardes; Laurent Najman; Yann LeCun (CoRR, 2024)

Quantile Activation: departing from single point estimation for better generalization across distortions. - Aditya Challa; Sravan Danda; Laurent Najman; Snehanshu Saha (CoRR, 2024)

Reasoning with trees: interpreting CNNs using hierarchies. - Caroline Mazini Rodrigues; Nicolas Boutry; Laurent Najman (CoRR, 2024)

Log-normal Mutations and their Use in Detecting Surreptitious Fake Images. - Ismail Labiad; Thomas Bäck; Pierre Fernandez; Laurent Najman; Tom Sander; Furong Ye; Mariia Zameshina; Olivier Teytaud (CoRR, 2024)

Evolutionary Retrofitting. - Mathurin Videau; Mariia Zameshina; Alessandro Ferreira Leite; Laurent Najman; Marc Schoenauer; Olivier Teytaud (CoRR, 2024)

Unsupervised discovery of interpretable visual concepts. - Caroline Mazini Rodrigues; Nicolas Boutry; Laurent Najman (Inf. Sci., 2024)

Transforming gradient-based techniques into interpretable methods. - Caroline Mazini Rodrigues; Nicolas Boutry; Laurent Najman (Pattern Recognit. Lett., 2024)

Assessing Hierarchies by Their Consistent Segmentations. - Zeev Gutman; Ritvik Vij; Laurent Najman; Michael Lindenbaum (J. Math. Imaging Vis., 2024)

Dual structure-aware image filterings for semi-supervised medical image segmentation. - Yuliang Gu; Zhichao Sun; Tian Chen; Xin Xiao 010; Yepeng Liu; Yongchao Xu; Laurent Najman (Medical Image Anal., 2025)

Quantile Activation: Correcting a failure mode of traditional ML models. - Aditya Challa; Sravan Danda; Laurent Najman; Snehanshu Saha (Trans. Mach. Learn. Res., 2025)

Lognormal Mutations and their Use in Detecting Surreptitious Fake Images. - Olivier Teytaud; Mariia Zameshina; Tom Sander; Pierre Fernandez; Furong Ye; Laurent Najman; Thomas Bäck; Ismail Labiad (Trans. Mach. Learn. Res., 2025)

Found in Translation: semantic approaches for enhancing AI interpretability in face verification. - Miriam Doh; Caroline Mazini Rodrigues; Nicolas Boutry; Laurent Najman; Matei Mancas; Bernard Gosselin (CoRR, 2025)

Intuitive physics understanding emerges from self-supervised pretraining on natural videos. - Quentin Garrido; Nicolas Ballas; Mahmoud Assran; Adrien Bardes; Laurent Najman; Michael Rabbat; Emmanuel Dupoux; Yann LeCun (CoRR, 2025)

Computing gradient vector fields with Morse sequences. - Gilles Bertrand 001; Laurent Najman (CoRR, 2025)

FLIM-based Salient Object Detection Networks with Adaptive Decoders. - Gilson Junior Soares; Matheus Abrantes Cerqueira; Jancarlo F. Gomes; Laurent Najman; Silvio Jamil Ferzoli Guimarães; Alexandre Xavier Falcão (CoRR, 2025)

Data Science: a Natural Ecosystem. - Emilio Porcu; Roy El Moukari; Laurent Najman; Francisco Herrera; Horst Simon (CoRR, 2025)

Coarse-to-fine crack cue for robust crack detection. - Zelong Liu; Yuliang Gu; Zhichao Sun; Huachao Zhu; Xin Xiao 010; Bo Du 001; Laurent Najman; Yongchao Xu (Pattern Recognit., 2026)