Laurent Najman

ORCID

Publication Activity (10 Years)

Years Active: 1994-2024
Publications (10 Years): 97

Top Venues

CoRR

J. Math. Imaging Vis.

ISMM

Pattern Recognit. Lett.

Paris Dauphine University, France (PHD)

Education History

Paris Dauphine University, France

PHD

Publications

Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman
Reasoning with trees: interpreting CNNs using hierarchies. CoRR (2024)
Miriam Doh, Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman, Matei Mancas, Hugues Bersini
Bridging Human Concepts and Computer Vision for Explainable Face Verification. CoRR (2024)
Aditya Challa, Sravan Danda, Laurent Najman, Snehanshu Saha
Quantile Activation: departing from single point estimation for better generalization across distortions. CoRR (2024)
Gilles Bertrand, Laurent Najman
Morse frames. CoRR (2024)
Gilles Bertrand, Laurent Najman
Morse Frames. DGMM (2024)
Sarah Almeida Carneiro, Giovanni Chierchia, Aurélie Pirayre, Laurent Najman
Clustering Dynamics for Improved Speed Prediction Deriving from Topographical GPS Registrations. CoRR (2024)
Raoul Sallé de Chou, Mohamed Ali Srir, Laurent Najman, Nicolas Passat, Hugues Talbot, Irene E. Vignon-Clementel
Convex Optimization for Binary Tree-Based Transport Networks. DGMM (2024)
Aditya Challa, Sravan Danda, Laurent Najman
A Novel Approach to Regularising 1NN classifier for Improved Generalization. CoRR (2024)
Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman
Transforming gradient-based techniques into interpretable methods. CoRR (2024)
Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman
Unsupervised discovery of interpretable visual concepts. Inf. Sci. 661 (2024)
Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman
Transforming gradient-based techniques into interpretable methods. Pattern Recognit. Lett. 184 (2024)
Zeev Gutman, Ritvik Vij, Laurent Najman, Michael Lindenbaum
Assessing Hierarchies by Their Consistent Segmentations. J. Math. Imaging Vis. 66 (3) (2024)
Quentin Garrido, Mahmoud Assran, Nicolas Ballas, Adrien Bardes, Laurent Najman, Yann LeCun
Learning and Leveraging World Models in Visual Representation Learning. CoRR (2024)
Gilles Bertrand, Nicolas Boutry, Laurent Najman
Discrete Morse Functions and Watersheds. J. Math. Imaging Vis. 65 (5) (2023)
Quentin Garrido, Randall Balestriero, Laurent Najman, Yann LeCun
RankMe: Assessing the Downstream Performance of Pretrained Self-Supervised Representations by Their Rank. ICML (2023)
Sarah Almeida Carneiro, Giovanni Chierchia, Jean Charléty, Aurélie Chataignon, Laurent Najman
SWMLP: Shared Weight Multilayer Perceptron for Car Trajectory Speed Prediction using Road Topographical Features. MT-ITS (2023)
Miriam Doh, Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman, Matei Mancas, Hugues Bersini
Bridging Human Concepts and Computer Vision for Explainable Face Verification. BEWARE@AI*IA (2023)
Mariia Zameshina, Marlène Careil, Olivier Teytaud, Laurent Najman
PrivacyGAN: robust generative image privacy. CoRR (2023)
Caroline Mazini Rodrigues, Nicolas Boutry, Laurent Najman
Unsupervised discovery of Interpretable Visual Concepts. CoRR (2023)
Sarah Almeida Carneiro, Giovanni Chierchia, Jean Charléty, Aurélie Chataignon, Laurent Najman
SWMLP: Shared Weight Multilayer Perceptron for Car Trajectory Speed Prediction using Road Topographical Features. CoRR (2023)
Quentin Garrido, Laurent Najman, Yann LeCun
Self-supervised learning of Split Invariant Equivariant representations. ICML (2023)
Quentin Garrido, Laurent Najman, Yann LeCun
Self-supervised learning of Split Invariant Equivariant representations. CoRR (2023)
Gilles Bertrand, Nicolas Boutry, Laurent Najman
Discrete Morse Functions and Watersheds. CoRR (2023)
Quentin Garrido, Yubei Chen, Adrien Bardes, Laurent Najman, Yann LeCun
On the duality between contrastive and non-contrastive self-supervised learning. ICLR (2023)
Mariia Zameshina, Olivier Teytaud, Laurent Najman
Diverse Diffusion: Enhancing Image Diversity in Text-to-Image Generation. CoRR (2023)
Nicolas Boutry, Gilles Bertrand, Laurent Najman
Gradient Vector Fields of Discrete Morse Functions and Watershed-Cuts. DGMM (2022)
Nicolas Boutry, Laurent Najman, Thierry Géraud
Some Equivalence Relation between Persistent Homology and Morphological Dynamics. J. Math. Imaging Vis. 64 (7) (2022)
Quentin Garrido, Randall Balestriero, Laurent Najman, Yann LeCun
RankMe: Assessing the downstream performance of pretrained self-supervised representations by their rank. CoRR (2022)
Mariia Zameshina, Olivier Teytaud, Fabien Teytaud, Vlad Hosu, Nathanaël Carraz Rakotonirina, Laurent Najman, Markus Wagner
Fairness in generative modeling: do it unsupervised! GECCO Companion (2022)
Nicolas Boutry, Laurent Najman, Thierry Géraud
Some equivalence relation between persistent homology and morphological dynamics. CoRR (2022)
Zeev Gutman, Ritvik Vij, Laurent Najman, Michael Lindenbaum
Assessing hierarchies by their consistent segmentations. CoRR (2022)
Nicolas Boutry, Rocío González-Díaz, Laurent Najman, Thierry Géraud
Continuous Well-Composedness Implies Digital Well-Composedness in n-D. J. Math. Imaging Vis. 64 (2) (2022)
Jordão Bragantini, Alexandre X. Falcão, Laurent Najman
Rethinking interactive image segmentation: Feature space annotation. Pattern Recognit. 131 (2022)
Thierry Géraud, Nicolas Boutry, Sébastien Crozet, Edwin Carlinet, Laurent Najman
A Proof of the Tree of Shapes in n-D. CoRR (2022)
Quentin Garrido, Yubei Chen, Adrien Bardes, Laurent Najman, Yann LeCun
On the duality between contrastive and non-contrastive self-supervised learning. CoRR (2022)
Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
Triplet-Watershed for Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Nicolas Boutry, Laurent Najman
Gradient Vector Fields of Discrete Morse Functions are Minimum Spanning Forests. CoRR (2022)
Mariia Zameshina, Olivier Teytaud, Fabien Teytaud, Vlad Hosu, Nathanaël Carraz, Laurent Najman, Markus Wagner
Fairness in generative modeling. CoRR (2022)
Thanh Xuan Nguyen, Giovanni Chierchia, Oleksandra Razim, Reynier F. Peletier, Laurent Najman, Hugues Talbot, Benjamin Perret
Object Detection With Component-Graphs in Multi-Band Images: Application to Source Detection in Astronomical Images. IEEE Access 9 (2021)
Sampriti Soor, Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
Iterated Watersheds, A Connected Variation of K-Means for Clustering GIS Data. IEEE Trans. Emerg. Top. Comput. 9 (2) (2021)
Nicolas Boutry, Thierry Géraud, Laurent Najman
An Equivalence Relation Between Morphological Dynamics and Persistent Homology in n-D. DGMM (2021)
Carolina Stephanie Jerônimo de Almeida, Felipe Belém, Sarah Almeida Carneiro, Zenilton K. G. do Patrocínio, Laurent Najman, Alexandre Xavier Falcão, Silvio Jamil Ferzoli Guimarães
Graph-Based Supervoxel Computation from Iterative Spanning Forest. DGMM (2021)
Quentin Garrido, Sebastian Damrich, Alexander Jäger, Dario Cerletti, Manfred Claassen, Laurent Najman, Fred A. Hamprecht
Visualizing hierarchies in scRNA-seq data using a density tree-biased autoencoder. CoRR (2021)
Jordão Bragantini, Alexandre X. Falcão, Laurent Najman
Rethinking Interactive Image Segmentation: Feature Space Annotation. CoRR (2021)
Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
Triplet-Watershed for Hyperspectral Image Classification. CoRR (2021)
Nicolas Boutry, Rocío González-Díaz, Laurent Najman, Thierry Géraud
A 4D Counter-Example Showing that DWCness Does Not Imply CWCness in nD. IWCIA (2020)
Nicolas Boutry, Laurent Najman, Thierry Géraud
Equivalence between Digital Well-Composedness and Well-Composedness in the Sense of Alexandrov on n-D Cubical Grids. J. Math. Imaging Vis. 62 (9) (2020)
Nicolas Boutry, Laurent Najman, Thierry Géraud
Topological Properties of the First Non-Local Digitally Well-Composed Interpolation on n-D Cubical Grids. J. Math. Imaging Vis. 62 (9) (2020)
Thanh Xuan Nguyen, Giovanni Chierchia, Laurent Najman, Aku Venhola, Caroline Haigh, Reynier Peletier, Michael H. F. Wilkinson, Hugues Talbot, Benjamin Perret
CGO: Multiband Astronomical Source Detection With Component-Graphs. ICIP (2020)
Éloïse Grossiord, Nicolas Passat, Hugues Talbot, Benoît Naegel, Salim Kanoun, Ilan Tal, Pierre Tervé, Soléakhéna Ken, Olivier Casasnovas, Michel Meignan, Laurent Najman
Shaping for PET image analysis. Pattern Recognit. Lett. 131 (2020)
Deise Santana Maia, Jean Cousty, Laurent Najman, Benjamin Perret
Characterization of Graph-Based Hierarchical Watersheds: Theory and Algorithms. J. Math. Imaging Vis. 62 (5) (2020)
Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
Power Spectral Clustering. J. Math. Imaging Vis. 62 (9) (2020)
Isabela Borlido Barcelos, Gabriel Barbosa da Fonseca, Laurent Najman, Yukiko Kenmochi, Benjamin Perret, Jean Cousty, Zenilton K. G. do Patrocínio, Silvio Jamil Ferzoli Guimarães
Exploring Hierarchy Simplification for Non-Significant Region Removal. SIBGRAPI (2019)
Nicolas Boutry, Thierry Géraud, Laurent Najman
How to Make n-D Plain Maps Defined on Discrete Surfaces Alexandrov-Well-Composed in a Self-Dual Way. J. Math. Imaging Vis. 61 (6) (2019)
Deise Santana Maia, Jean Cousty, Laurent Najman, Benjamin Perret
On the Probabilities of Hierarchical Watersheds. ISMM (2019)
Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
Watersheds for Semi-Supervised Classification. IEEE Signal Process. Lett. 26 (5) (2019)
Deise Santana Maia, Jean Cousty, Laurent Najman, Benjamin Perret
Properties of combinations of hierarchical watersheds. Pattern Recognit. Lett. 128 (2019)
Deise Santana Maia, Jean Cousty, Laurent Najman, Benjamin Perret
Recognizing Hierarchical Watersheds. DGCI (2019)
Nicolas Boutry, Thierry Géraud, Laurent Najman
An Equivalence Relation Between Morphological Dynamics and Persistent Homology in 1D. ISMM (2019)
Clara Jaquet, Laurent Najman, Hugues Talbot, Leo J. Grady, Michiel Schaap, Buzzy Spain, Hyun Jin Kim, Irene E. Vignon-Clementel, Charles A. Taylor
Generation of Patient-Specific Cardiac Vascular Networks: A Hybrid Image-Based and Synthetic Geometric Model. IEEE Trans. Biomed. Eng. 66 (4) (2019)
Sravan Danda, Aditya Challa, B. S. Daya Sagar, Laurent Najman
Some Theoretical Links Between Shortest Path Filters and Minimum Spanning Tree Filters. J. Math. Imaging Vis. 61 (6) (2019)
Éloïse Grossiord, Benoît Naegel, Hugues Talbot, Laurent Najman, Nicolas Passat
Shape-Based Analysis on Component-Graphs for Multivalued Image Processing. Math. Morphol. Theory Appl. 3 (1) (2019)
Sravan Danda, Aditya Challa, B. S. Daya Sagar, Laurent Najman
Revisiting the Isoperimetric Graph Partitioning Problem. IEEE Access 7 (2019)
Deise Santana Maia, Jean Cousty, Laurent Najman, Benjamin Perret
Watersheding Hierarchies. ISMM (2019)
Silvio Jamil Ferzoli Guimarães, Yukiko Kenmochi, Jean Cousty, Zenilton Patrocínio, Laurent Najman
Erratum to "Hierarchizing graph-based image segmentation algorithms relying on region dissimilarity: the case of the Felzenszwalb-Huttenlocher method". Math. Morphol. Theory Appl. 3 (1) (2019)
Benjamin Perret, Jean Cousty, Silvio Jamil Ferzoli Guimarães, Yukiko Kenmochi, Laurent Najman
Removing non-significant regions in hierarchical clustering and segmentation. Pattern Recognit. Lett. 128 (2019)
Benjamin Perret, Giovanni Chierchia, Jean Cousty, Silvio Jamil Ferzoli Guimarães, Yukiko Kenmochi, Laurent Najman
Higra: Hierarchical Graph Analysis. SoftwareX 10 (2019)
Jean Cousty, Laurent Najman, Yukiko Kenmochi, Silvio Jamil Ferzoli Guimarães
Hierarchical Segmentations with Graphs: Quasi-flat Zones, Minimum Spanning Trees, and Saliency Maps. J. Math. Imaging Vis. 60 (4) (2018)
Odyssée Merveille, Hugues Talbot, Laurent Najman, Nicolas Passat
Curvilinear Structure Analysis by Ranking the Orientation Responses of Path Operators. IEEE Trans. Pattern Anal. Mach. Intell. 40 (2) (2018)
Sampriti Soor, Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
Extending K-Means to Preserve Spatial Connectivity. IGARSS (2018)
Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
Some Properties of Interpolations Using Mathematical Morphology. IEEE Trans. Image Process. 27 (4) (2018)
Nicolas Boutry, Thierry Géraud, Laurent Najman
A Tutorial on Well-Composedness. J. Math. Imaging Vis. 60 (3) (2018)
Élodie Puybareau, Hugues Talbot, Laurent Najman
Periodic area-of-motion characterization for bio-medical applications. ISBI (2017)
Ketan Bacchuwar, Jean Cousty, Régis Vaillant, Laurent Najman
Scale-space for empty catheter segmentation in PCI fluoroscopic images. Int. J. Comput. Assist. Radiol. Surg. 12 (7) (2017)
Nicolas Boutry, Laurent Najman, Thierry Géraud
Well-Composedness in Alexandrov Spaces Implies Digital Well-Composedness in \mathbb Z^n. DGCI (2017)
Tsubasa Hirakawa, Toru Tamaki, Takio Kurita, Bisser Raytchev, Kazufumi Kaneda, Chaohui Wang, Laurent Najman
Tree-Wise Discriminative Subtree Selection for Texture Image Labeling. IEEE Access 5 (2017)
Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
Power spectral clustering on hyperspectral data. IGARSS (2017)
Ketan Bacchuwar, Jean Cousty, Régis Vaillant, Laurent Najman
VOIDD: automatic vessel of intervention dynamic detection in PCI procedures. CoRR (2017)
Odyssée Merveille, Benoît Naegel, Hugues Talbot, Laurent Najman, Nicolas Passat
2D Filtering of Curvilinear Structures by Ranking the Orientation Responses of Path Operators (RORPO). Image Process. Line 7 (2017)
Fabio Dias, Moussa Reda Mansour, Paola Valdivia, Jean Cousty, Laurent Najman
Watersheds on Hypergraphs for Data Clustering. ISMM (2017)
Aditya Challa, Sravan Danda, B. S. Daya Sagar, Laurent Najman
An Introduction to Gamma-Convergence for Spectral Clustering. DGCI (2017)
Éloïse Grossiord, Hugues Talbot, Nicolas Passat, Michel Meignan, Laurent Najman
Automated 3D lymphoma lesion segmentation from PET/CT characteristics. ISBI (2017)
Deise Santana Maia, Arnaldo de Albuquerque Araújo, Jean Cousty, Laurent Najman, Benjamin Perret, Hugues Talbot
Evaluation of Combinations of Watershed Hierarchies. ISMM (2017)
Ketan Bacchuwar, Jean Cousty, Régis Vaillant, Laurent Najman
VOIDD: Automatic Vessel-of-Intervention Dynamic Detection in PCI Procedures. CVII-STENT/LABELS@MICCAI (2017)
Laurent Najman
Extending the Power Watershed Framework Thanks to Γ-Convergence. SIAM J. Imaging Sci. 10 (4) (2017)
Franciele Rodrigues, Pedro Leal, Yukiko Kenmochi, Jean Cousty, Laurent Najman, Silvio Jamil Ferzoli Guimarães, Zenilton Kleber Gonçalves do Patrocínio Jr.
Graph-Based Hierarchical Video Cosegmentation. ICIAP (1) (2017)
Sravan Danda, Aditya Challa, B. S. Daya Sagar, Laurent Najman
Power Tree Filter: A Theoretical Framework Linking Shortest Path Filters and Minimum Spanning Tree Filters. ISMM (2017)
Yongchao Xu, Edwin Carlinet, Thierry Géraud, Laurent Najman
Hierarchical Segmentation Using Tree-Based Shape Spaces. IEEE Trans. Pattern Anal. Mach. Intell. 39 (3) (2017)
Silvio Jamil Ferzoli Guimarães, Yukiko Kenmochi, Jean Cousty, Zenilton Patrocínio, Laurent Najman
Hierarchizing graph-based image segmentation algorithms relying on region dissimilarity. Math. Morphol. Theory Appl. 2 (1) (2017)
Tsubasa Hirakawa, Toru Tamaki, Takio Kurita, Bisser Raytchev, Kazufumi Kaneda, Chaohui Wang, Laurent Najman, Tetsushi Koide, Shigeto Yoshida, Hiroshi Mieno, Shinji Tanaka
Discriminative Subtree Selection for NBI Endoscopic Image Labeling. ACCV Workshops (2) (2016)
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
Decreasing the Number of Features for Improving Human Action Classification. SIBGRAPI (2016)
Yongchao Xu, Thierry Géraud, Laurent Najman
Hierarchical image simplification and segmentation based on Mumford-Shah-salient level line selection. Pattern Recognit. Lett. 83 (2016)
Yongchao Xu, Thierry Géraud, Laurent Najman
Connected Filtering on Tree-Based Shape-Spaces. IEEE Trans. Pattern Anal. Mach. Intell. 38 (6) (2016)
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, Alice Dufour, Anna Jezierska, Olivier Balédent, Emmanuel Durand, Laurent Najman, Marcela Szopos, Alexandre Ancel, Joseph Baruthio, Maya Delbany, Sidy Fall, G. Pagé, Olivier Génevaux, M. Ismail, P. Loureiro de Sousa, Marc Thiriet, Julien Jomier
From Real MRA to Virtual MRA: Towards an Open-Source Framework. MICCAI (3) (2016)
Yongchao Xu, Thierry Géraud, Laurent Najman
Hierarchical image simplification and segmentation based on Mumford-Shah-salient level line selection. CoRR (2016)
Élodie Puybareau, Hugues Talbot, Emilie Bequignon, Bruno Louis, Gabriel Pelle, Jean-François Papon, André Coste, Laurent Najman
Automating the measurement of physiological parameters: A case study in the image analysis of cilia motion. ICIP (2016)
Carlos Alberto F. Pimentel Filho, Arnaldo de Albuquerque Araújo, Jean Cousty, Silvio Jamil Ferzoli Guimarães, Laurent Najman
Stochastic Hierarchical Watershed Cut Based on Disturbed Topographical Surface. SIBGRAPI (2016)
Laurent Najman, Jean-Christophe Pesquet, Hugues Talbot
When Convex Analysis Meets Mathematical Morphology on Graphs. ISMM (2015)
Jean Cousty, Laurent Najman, Yukiko Kenmochi, Silvio Jamil Ferzoli Guimarães
New Characterizations of Minimum Spanning Trees and of Saliency Maps Based on Quasi-flat Zones. ISMM (2015)
Éloïse Grossiord, Benoît Naegel, Hugues Talbot, Nicolas Passat, Laurent Najman
Shape-Based Analysis on Component-Graphs for Multivalued Image Processing. ISMM (2015)

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Publication Activity (10 Years)

Top Topics

Top Venues

Laurent Najman