Publications

List of publications on: Google scholar or HAL

Preprints

Unifying and extending Precision Recall metrics for assessing generative models, Benjamin Sykes, Loic Simon, Julien Rabin, 2024, ArXiv
A Non-Parametric Latent Model for Face Generation, Samuth, Benjamin and Rabin, Julien and Tschumperlé, David and Jurie, Frédéric, Available at SSRN: https://ssrn.com/abstract=4772632
A principled approach to polychromatic X-ray tomography for metal artifact reduction, Shi Yan, Yvain Quéau, Julien Rabin, and Jalal Fadili, 2023 (HAL)
On the De-duplication of LAION-2B, Ryan Webster, Julien Rabin, Loic Simon, Frederic Jurie, 2023 (ArXiv preprint)
Lightweight Multi-Scale Network for Stylized and Controlled Image Restoration, Thibault Durand, Julien Rabin, David Tschumperlé, HAL, 2022 (project page)
This Person (Probably) Exists. Identity Membership Attacks Against GAN Generated Faces, Ryan Webster, Julien Rabin, Loic Simon, Frederic Jurie, Juin 2021 (ArXiv preprint)

Journals

On the Existence of Optimal Transport Gradient for Learning Generative Models, Antoine Houdard, Arthur Leclaire, Nicolas Papadakis, Julien Rabin, to appear in TMLR (HAL Preprint, OpenReview)
On the Theoretical Equivalence of Several Trade-Off Curves Assessing Statistical Proximity, Rodrigue Siry, Ryan Webster, Loïc Simon, Julien Rabin, to appear in JMLR (ArXiv preprint 2022)
A Generative Model for Texture Synthesis based on Optimal Transport between Feature Distributions, Antoine Houdard, Arthur Leclaire, Nicolas Papadakis, Julien Rabin, JMIV, Juin 2022 (ArXiv Preprint, Publisher Link)
A Stochastic Multi-layer Algorithm to Semi-Discrete Optimal Transport with Applications to Texture Synthesis and Style Transfer, A. Leclaire and J. Rabin, JMIV, Juin 2020 (HAL preprint, Publisher PDF)
On Demand Solid Texture Synthesis Using Deep 3D Networks, J. Gutierrez, J. Rabin, B. Galerne, and T. Hurtut, accepted to Computer Graphics Forum (CGF), December 2019 (preprint on HAL)
A Texture Synthesis Model Based on Semi-discrete Optimal Transport in Patch Space, B. Galerne, A. Leclaire, J. Rabin, accepted to the SIAM Journal on Imaging Sciences (SIIMS), 2018. (PDF preprint on HAL) (Webpage)
Convex Histogram-Based Joint Image Segmentation with Regularized Optimal Transport Cost, N. Papadakis and J. Rabin, Journal of Mathematical Imaging and Vision (JMIV), 2017, (Online final version | arXiv preprint pdf)
Sliced and Radon Wasserstein Barycenters of Measures, N. Bonneel, J. Rabin, G. Peyré, and H. Pfister, Journal of Mathematical Imaging and Vision (JMIV), 2015. (Pdf preprint on HAL)
An Analysis of the SURF Method, E. Oyallon and J. Rabin, Image Processing On Line Journal (IPOL), 2015 (link)
The Heeger & Bergen Pyramid Based Texture Synthesis Algorithm, T. Briand, J. Vacher, B. Galerne and J. Rabin, Image Processing On Line Journal (IPOL), 2014 (link)
Artefact-free color and contrast modification, J. Rabin, J. Delon, and Y. Gousseau, IEEE Transactions on Image Processing (TIP), 2011. (HAL Preprint Version)
Transportation distances on the circle, J. Delon, J. Rabin, and Y. Gousseau, Journal of Mathematical Imaging and Vision (JMIV), 2011. (Preprint Version)
A statistical approach to the matching of local features, J. Rabin, J. Delon, Y. Gousseau, SIAM Imaging Science (SIIMS), 2009 (Preprint version)

International Conference Proceedings

SIMuLDiTex: A Single Image Multiscale and Lightweight Diffusion Model for Texture Synthesis, Pierrick Chatillon, Julien Rabin, David Tschumperlé, BMVC 2025, preprint HAL, 2025, billet du CNRS
A Low Rank Gaussian Mixture Latent Model for Face Generation, Benjamin Samuth, Julien Rabin, David Tschumperlé, Frederic Jurie, ICPR 2024 (HAL preprint)
LatentPatch: A Non-Parametric Approach for Face Generation and Editing, Benjamin Samuth, Julien Rabin, David Tschumperlé, Frederic Jurie, ICIP 2023 (project page, ArXiv link)
Width-wise parameter sharing for multi-domain gan learning, Ryan Webster, Loïc Simon, Julien Rabin and Frédéric Jurie, ICIP 2022, (HAL deposit)
A Patch-Based Approach for Artistic Style Transfer via Constrained Multi-Scale Image Matching, Benjamin Samuth, David Tschumperlé, Julien Rabin, ICIP 2022 (project page, HAL link)
Modular and Light-Weight Networks for Bi-Scale Style Transfer, Thibault Durand, Julien Rabin, David Tschumperlé, ICIP 2022 (project page)
Shallow multi-scale network for stylized super-resolution, Thibault Durand, Julien Rabin, David Tschumperlé, ICIP 2021 (project page)
Wasserstein Generative Models for Patch-based Texture Synthesis, Antoine Houdard, Arthur Leclaire, Nicolas Papadakis, Julien Rabin, June 2020 (HAL Link), SSVM 2021, (project page)
Variational models for signal processing with Graph Neural Networks, Amitoz Azad, Julien Rabin, and Abderrahim Elmoataz, February 2021, SSVM 2021

Generating Private Data Surrogates for Vision Related Tasks, R. Webster, J. Rabin, L. Simon, and F. Jurie, ICPR 2020
On-Demand Solid Texture Synthesis Using Deep 3D Networks, J. Gutierrez, J. Rabin, B. Galerne, and T. Hurtut, presented on the 26th May at Eurographics 2020 (Youtube link)
Revisiting Precision and Recall Definition for Generative Model Evaluation, L. Simon, R. Webster, and J. Rabin, ICML 2019 (PDF on ArXiv)
Generating Private Data Surrogates for Vision Related Tasks, R. Webster, J. Rabin, L. Simon, and F. Jurie, SPML 2019 (ICML Workshop on Security and Privacy of Machine Learning), 2019 (PDF on HAL)
Detecting Overfitting of Deep Generative Networks via Latent Recovery, R. Webster, J. Rabin, L. Simon and F. Jurie, CVPR 2019 (PDF on ArXiv) (Poster) (Slides)
A Fast Multi-Layer Approximation to Semi-Discrete Optimal Transport, A. Leclaire and J. Rabin, SSVM 2019 (pdf on HAL) (Matlab code) (slides)
Symmetric upwind scheme for discrete Total Variation, S. Tabti, J. Rabin, and A. Elmoataz , IEEE ICASSP, 2018 (pdf on HAL)
Optimal Patch Assignment for Statistically Constrained Texture Synthesis, J. Gutierrez, J. Rabin, B. Galerne, and T. Hurtut, SSVM, 2017 (pdf on HAL)
Automatic discovery of discriminative parts as a quadratic assignment problem, R. Sicre, J. Rabin, Y. Avrithis, T. Furon, E. Kijak and F. Jurie, ICCV Workshop -- CEFRL 2017 (arXiv preprint)
Semi-Discrete Optimal Transport in Patch Space for Enriching Gaussian Textures, A. Leclaire, B. Galerne, J. Rabin, GSI 2017 (pdf on HAL)
Convex Color Image Segmentation with Optimal Transport Distances, J. Rabin and N. Papadakis, SSVM, 2015, (pdf on HAL)
Non-convex relaxation of optimal transport for color transfer, J. Rabin and N. Papadakis, GSI 2015 & NIPS 2014, OTML workshop (pdf)
Adaptive Color Transfer with Relaxed Optimal Transport, J. Rabin, S. Ferradans, N. Papadakis, IEEE ICIP, 2014. Top 10% Paper Award (Pdf on HAL)
Regularized Discrete Optimal Transport, S. Ferradans, N. Papadakis, J. Rabin, G. Peyré, and J-F. Aujol, SSVM, 2013. (Pdf)
Wasserstein Active Contours, G. Peyré, J. Fadili and J. Rabin, IEEE ICIP, 2012. (Pdf)
Wasserstein Regularization of Imaging Problem, J. Rabin and G. Peyré, IEEE ICIP, 2011. (Pdf)
Wasserstein Barycenter and its Application to Texture Mixing, J. Rabin, G. Peyré, J. Delon, and M. Bernot, SSVM, 2011. (Pdf)
MAC-RANSAC: a robust algorithm for the recognition of multiple objects, J. Rabin, J. Delon, Y. Gousseau and L. Moisan, 3D'PVT, 2010. (HAL)
Regularization of transportation maps for color and contrast transfer, J. Rabin, J. Delon, and Y. Gousseau, IEEE ICIP, 2010. (Pdf)
Geodesic Shape Retrieval via Optimal Mass Transport, J. Rabin, G. Peyré, and L. D. Cohen, ECCV, 2010. (Pdf on HAL)
Circular Earth Mover’s Distance for the comparison of local features, J. Rabin, J. Delon, and Y. Gousseau, IEEE ICPR, 2008. (Pdf)
A contrario matching of SIFT-like descriptors, J. Rabin, J. Delon, and Y. Gousseau, IEEE ICPR, 2008. (Pdf preprint on HAL)

French Conference proceedings

SIMuLDiTex : Un modèle de diffusion léger, mono-image et multi-échelle pour la synthèse de texture. Pierrick Chatillon, Julien Rabin, David Tschumperlé, GRETSI 2025. (dépot HAL) (project page)
- Article sur la page d'actualité de l'INS2I - CNRS , le 29 avril 2025
Unification et extension des mesures de précision et de rappel pour l'évaluation des modèles génératifs. Benjamin Sykes, Loic Simon, Julien Rabin, ORASIS 2025. (dépôt HAL)
LatentPatch : Une approche non-paramétrique à la génération et l'édition de visages, Benjamin Samuth, Julien Rabin, David Tschumperlé, Frédéric Jurie, GRETSI 2023. (dépot HAL) (project page)
Réseaux de Neurones Légers et Modulaires pour le Transfert de Styles à Deux Échelles, Thibault Durand, Julien Rabin, David Tschumperlé, GRETSI 2022 (in French) (project page)
Transfert de style d'images par mise en correspondance multi-échelle et contrainte de patchs, Benjamin Samuth, David Tschumperlé, Julien Rabin, GRETSI 2022 (in French) (project page)
Réseaux de Neurones Légers Multi-Échelle pour la Super-Résolution Stylisée d'Images, Thibault Durand, Julien Rabin, David Tschumperlé, ORASIS 2021 (in French)
Variation totale discrète en schéma décentré symétrique, S. Tabti, J. Rabin, and A. Elmoataz-Billah, GRETSI 2017 (pdf on HAL, in French)
Co-segmentation d’images non-supervisée utilisant les distances de Sinkhorn (in French), J. Rabin and N. Papadakis, GRETSI, 2015 (pdf on HAL)
Régularisation de Wasserstein. Application au Transfert de Couleurs (in French). J. Rabin and G. Peyré, GRETSI, 2011. (Pdf sur HAL)
Synthèse de textures par transport optimal (in French), J. Rabin and G. Peyré, GRETSI, 2011. (Pdf sur HAL)
MAC-RANSAC : reconnaissance automatique d'objets multiples (in French), J. Rabin, J. Delon, Y. Gousseau and L. Moisan, RFIA, 2010. (Pdf)
Mise en correspondance de descripteurs géométriques locaux par méthode a contrario (in French), J. Rabin, J. Delon, and Y. Gousseau, GRETSI, 2007. (Pdf)

Thesis (in French)

HDR : Formulations du Transport Optimal pour les Problèmes Inverses en Imagerie, 2022 (pdfs du manuscrit et de la soutenance)
Ph.D. : Approches robustes pour la comparaison d'images et la reconnaissance d'objets, 2009 (Pdf)
Master : Reconnaissance d’objets en imagerie basé sur des descripteurs locaux par méthode a contrario, 2006

Code

[Pytorch Code] for the paper Wasserstein Generative Models for Patch-based Texture Synthesis, with Antoine Houdard
[Pytorch Code] for the paper Detecting Overfitting of Deep Generative Networks via Latent Recovery, with Ryan Webster
[Pytorch Code] for the paper On Demand Solid Texture Synthesis using Deep 3D Networks, with Jorge Gutierrez
[matlab code] for the paper on A Fast Multi-Layer Approximation to Semi-Discrete Optimal Transport, with Arthur Leclaire
[Pytorch implementation] for Texture Networks, with Jorge Gutierrez
[matlab code] for the paper Symmetric upwind scheme for discrete Total Variation, with Sonia Tabti.
[C++ source code] for the paper An Analysis of the SURF Method with Edouard Oyallon.
[matlab code] for the paper on Histogram-Based Image Segmentation with Nicolas Papadakis
[matlab code] for the paper on Color Transfer between images with Nicolas Papadakis
[matlab code] for the paper on Semi-Discrete Optimal Transport of patch for texture synthesis, with Arthur Leclaire
[matlab code] for the paper on Sliced and Radon Wasserstein Barycenters of Measures, with Gabriel Peyré
[Python code] for the Patch-Match Algorithm, by Luca Boccia and Emilio Sorrentino

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