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Julien Rabin

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Julien Rabin est Maître de Conférences à l'Université de Caen Basse Normandie depuis 2011, en section 61. Il travaille au sein de l'équipe ``image'' du GREYC, UMR 6072, localisée à l'ENSICAEN. Ses domaines d'activités de recherche s'articulent autour de deux thématiques majeures : les méthodes statistiques robustes pour la vision par ordinateur, et le transport optimal pour les problèmes d'imagerie.
Julien Rabin est Maître de Conférences à l'Université de Caen Basse Normandie depuis 2011, en section 61. Il travaille au sein de l'équipe ``image'' du GREYC, UMR 6072, localisée à l'ENSICAEN. Ses domaines d'activités de recherche s'articulent autour de deux thématiques majeures : les méthodes statistiques robustes pour la vision par ordinateur, et le transport optimal pour les problèmes d'imagerie.

Publications

Image document

On the Gradient Formula for learning Generative Models with Regularized Optimal Transport Costs

Antoine Houdard , Arthur Leclaire , Nicolas Papadakis , Julien Rabin
Transactions on Machine Learning Research Journal, 2023
Journal articles hal-03740368v1

Guest Editorial JMIV Special Issue SSVM’21

Jalal M. Fadili , Abderrahim Elmoataz , Loïc Simon , Julien Rabin , Yvain Quéau
Journal of Mathematical Imaging and Vision, 2023, 65 (1), pp.1-3. ⟨10.1007/s10851-023-01140-3⟩
Journal articles hal-04021168v1
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A Generative Model for Texture Synthesis based on Optimal Transport between Feature Distributions

Antoine Houdard , Arthur Leclaire , Nicolas Papadakis , Julien Rabin
Journal of Mathematical Imaging and Vision, 2022, ⟨10.1007/s10851-022-01108-9⟩
Journal articles hal-03386084v1
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A Stochastic Multi-layer Algorithm for Semi-Discrete Optimal Transport with Applications to Texture Synthesis and Style Transfer

Arthur Leclaire , Julien Rabin
Journal of Mathematical Imaging and Vision, 2020, 63, pp.282-308. ⟨10.1007/s10851-020-00975-4⟩
Journal articles hal-02331068v2
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On Demand Solid Texture Synthesis Using Deep 3D Networks

Jorge Gutierrez , Julien Rabin , Bruno Galerne , Thomas Hurtut
Computer Graphics Forum, In press, ⟨10.1111/cgf.13889⟩
Journal articles hal-01678122v3
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A Texture Synthesis Model Based on Semi-discrete Optimal Transport in Patch Space

Bruno Galerne , Arthur Leclaire , Julien Rabin
SIAM Journal on Imaging Sciences, 2018, ⟨10.1137/18M1175781⟩
Journal articles hal-01726443v2
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Convex Histogram-Based Joint Image Segmentation with Regularized Optimal Transport Cost

Nicolas Papadakis , Julien Rabin
Journal of Mathematical Imaging and Vision, 2017, ⟨10.1007/s10851-017-0725-5⟩
Journal articles hal-01533657v1
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Sliced and Radon Wasserstein Barycenters of Measures

Nicolas Bonneel , Julien Rabin , Gabriel Peyré , Hanspeter Pfister
Journal of Mathematical Imaging and Vision, 2015, 1 (51), pp.22-45. ⟨10.1007/s10851-014-0506-3⟩
Journal articles hal-00881872v1
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An Analysis of the SURF Method

Edouard Oyallon , Julien Rabin
Image Processing On Line, 2015, 5, pp.176 - 218. ⟨10.5201/ipol.2015.69⟩
Journal articles hal-01657161v1
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The Heeger & Bergen Pyramid Based Texture Synthesis Algorithm

Thibaud Briand , Jonathan Vacher , Bruno Galerne , Julien Rabin
Image Processing On Line, 2014, 4, pp.276 - 299. ⟨10.5201/ipol.2014.79⟩
Journal articles hal-01435323v1
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Artefact-free color and contrast modification

Julien Rabin , Julie Delon , Yann Gousseau
IEEE Transactions on Image Processing, 2011, 20 (11), ⟨10.1109/TIP.2011.2142318⟩
Journal articles hal-00505966v2
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Transportation Distances on the Circle and Applications

Julie Delon , Julien Rabin , Yann Gousseau
Journal of Mathematical Imaging and Vision, 2011, 41 (147), ⟨10.1007/s10851-011-0284-0⟩
Journal articles hal-00399832v3
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A Statistical Approach to the Matching of Local Features

Julien Rabin , Julie Delon , Yann Gousseau
SIAM Journal on Imaging Sciences, 2009, 2 (3), pp.28. ⟨10.1137/090751359⟩
Journal articles hal-00168285v3
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Transfert de style d'images par mise en correspondance multi-échelle et contrainte de patchs

Benjamin Samuth , David Tschumperlé , Julien Rabin
GRETSI 2022, Sep 2022, Nancy, France
Conference papers hal-03777664v1
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Réseaux de Neurones Légers et Modulaires pour le Transfert de Styles à Deux Échelles

Thibault Durand , Julien Rabin , David Tschumperlé
GRETSI 2022, Sep 2022, Nancy, France
Conference papers hal-03777665v1
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Modular and Lightweight Networks for Bi-Scale Style Transfer

Thibault Durand , Julien Rabin , David Tschumperlé
IEEE International Conference on Image Processing, Oct 2022, Bordeaux, France. ⟨10.1109/ICIP46576.2022.9898056⟩
Conference papers hal-03987570v1
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A Patch-Based Approach for Artistic Style Transfer via Constrained Multi-Scale Image Matching

Benjamin Samuth , David Tschumperlé , Julien Rabin
IEEE International Conference on Image Processing (ICIP'2022), Oct 2022, Bordeaux, France. ⟨10.1109/ICIP46576.2022.9897334⟩
Conference papers hal-03826671v1
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Width-Wise Parameter Sharing for Multi-Domain GAN Learning

Ryan Webster , Julien Rabin , Loïc Simon , Frédéric Jurie
2022 IEEE International Conference on Image Processing (ICIP), Oct 2022, Bordeaux, France. pp.4163-4167, ⟨10.1109/ICIP46576.2022.9897423⟩
Conference papers hal-03983601v1
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Shallow Multi-Scale Network for Stylized Super-Resolution

Thibault Durand , Julien Rabin , David Tschumperlé
2021 IEEE International Conference on Image Processing, IEEE, Sep 2021, Anchorage, United States
Conference papers hal-03146958v1
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Réseaux de Neurones Multi-Echelle pour la Super-Résolution Stylisée

Thibault Durand , David Tschumperlé , Julien Rabin
ORASIS 2021, Centre National de la Recherche Scientifique [CNRS], Sep 2021, Saint Ferréol, France
Conference papers hal-03339663v1
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Réseaux de Neurones Légers Multi-Échelle pour la Super-Résolution Stylisée d'Images

Thibault Durand , Julien Rabin , David Tschumperlé
ORASIS 2021, Sep 2021, Saint-Ferréol, France
Conference papers hal-03337260v1
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Variational models for signal processing with Graph Neural Networks

Amitoz Azad , Julien Rabin , Abderrahim Elmoataz
Scale Space and Variational Methods in Computer Vision, May 2021, Cabourg, France
Conference papers hal-03249876v1
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Generating Private Data Surrogates for Vision Related Tasks

Ryan Webster , Julien Rabin , Loïc Simon , Frédéric Jurie
ICPR 2020, International Association of Pattern Recognition, IAPR, Jan 2021, Milan, Italy
Conference papers hal-02367948v2
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Wasserstein Generative Models for Patch-based Texture Synthesis

Antoine Houdard , Arthur Leclaire , Nicolas Papadakis , Julien Rabin
International Conference on Scale Space and Variational Methods in Computer Vision (SSVM'21), May 2021, Cabourg, France. pp.269--280, ⟨10.1007/978-3-030-75549-2_22⟩
Conference papers hal-02824076v2
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A Fast Multi-Layer Approximation to Semi-Discrete Optimal Transport

Arthur Leclaire , Julien Rabin
Seventh International Conference on Scale Space and Variational Methods in Computer Vision, Jun 2019, Hofgeismar, Germany
Conference papers hal-02080222v1

Revisiting Precision and Recall Definition for Generative Model Evaluation

Loïc Simon , Ryan Webster , Julien Rabin
International Conference on Machine Learning (ICML), Jun 2019, Long Beach, United States
Conference papers hal-02131217v1

Detecting Overfitting of Deep Generative Networks via Latent Recovery

Ryan Webster , Julien Rabin , Loïc Simon , Frédéric Jurie
IEEE conference on computer vision and pattern recognition, Jun 2019, Long Beach, United States
Conference papers hal-02128249v1
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SYMMETRIC UPWIND SCHEME FOR DISCRETE WEIGHTED TOTAL VARIATION

Sonia Tabti , Julien Rabin , Abderrahim Elmoataz
2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Apr 2018, calgary, Canada. ⟨10.1109/ICASSP.2018.8461736⟩
Conference papers hal-01629413v1
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Variation totale discrète en schéma décentré symétrique

Sonia Tabti , Julien Rabin , Abderrahim Elmoataz
GRETSI 2017, Sep 2017, Juan-les-Pins, France
Conference papers hal-01557028v1
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Semi-Discrete Optimal Transport in Patch Space for Enriching Gaussian Textures

Bruno Galerne , Arthur Leclaire , Julien Rabin
Geometric Science of Information, Nov 2017, Paris, France. ⟨10.1007/978-3-319-68445-1_12⟩
Conference papers hal-01560785v1
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Automatic discovery of discriminative parts as a quadratic assignment problem

Ronan Sicre , Julien Rabin , Yannis Avrithis , Teddy Furon , Frédéric Jurie
ICCV Workshops -- CEFRL, Oct 2017, Venise, Italy. pp.1059-1068
Conference papers hal-01623148v1
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Optimal Patch Assignment for Statistically Constrained Texture Synthesis

Jorge Alberto Gutierrez Ortega , Julien Rabin , Bruno Galerne , Thomas Hurtut
Scale Space and Variational Methods in Computer Vision. SSVM 2017, Jun 2017, Kolding, Denmark. ⟨10.1007/978-3-319-58771-4_14⟩
Conference papers hal-01510745v1

Non-convex Relaxation of Optimal Transport for Color Transfer Between Images

Julien Rabin , Nicolas Papadakis
Geometric Science of Information (GSI'15), Oct 2015, Paris-Saclay, France. pp.87-95
Conference papers hal-01689687v1
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Convex Color Image Segmentation with Optimal Transport Distances

Julien Rabin , Nicolas Papadakis
International Conference on Scale Space and Variational Methods in Computer Vision (SSVM'15), May 2015, Lège Cap Ferret, France. pp.256-269
Conference papers hal-01133447v1
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Co-segmentation non-supervisée d'images utilisant les distances de Sinkhorn

Julien Rabin , Nicolas Papadakis
Colloque du Groupe de Recherche et d'Etudes de Traitement du Signal et des Images (GRETSI'15), Sep 2015, Lyon, France
Conference papers hal-01200862v1
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Adaptive Color Transfer With Relaxed Optimal Transport

Julien Rabin , Sira Ferradans , Nicolas Papadakis
IEEE international Conference on Image Processing (ICIP'14), Oct 2014, Paris, France. pp.4852-4856
Conference papers hal-01002830v1
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Regularized Discrete Optimal Transport

Sira Ferradans , Nicolas Papadakis , Julien Rabin , Gabriel Peyré , Jean-François Aujol
International Conference on Scale Space and Variational Methods in Computer Vision (SSVM'13), Jun 2013, Schloss Seggau, Leibnitz, Austria. pp.428-439, ⟨10.1007/978-3-642-38267-3_36⟩
Conference papers hal-00797078v1
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Wasserstein Active Contours

Gabriel Peyré , Jalal M. Fadili , Julien Rabin
ICIP'12, Sep 2012, Orlando, United States. pp.2541 - 2544, ⟨10.1109/ICIP.2012.6467416⟩
Conference papers hal-00593424v1
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Wasserstein Regularization of Imaging Problems

Julien Rabin , Gabriel Peyré
ICIP 2011 : 2011 IEEE International Conference on Image Processing, Sep 2011, Bruxelles, Belgium
Conference papers hal-00591279v1
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Wasserstein Barycenter and its Application to Texture Mixing

Rabin Julien , Gabriel Peyré , Julie Delon , Bernot Marc
SSVM'11, 2011, Israel. pp.435-446
Conference papers hal-00476064v1
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Synthèse de textures par transport optimal

Rabin Julien , Gabriel Peyré
GRETSI'11, 2011, France
Conference papers hal-00744812v1
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Régularisation de Wasserstein. Application au Transfert de Couleur

Rabin Julien , Gabriel Peyré
GRETSI'11, 2011, France
Conference papers hal-00744813v1
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Geodesic Shape Retrieval via Optimal Mass Transport

Julien Rabin , Gabriel Peyré , Laurent D. Cohen
11th European Conference on Computer Vision, Sep 2010, Heraklion, Crete, Greece. pp.771-784, ⟨10.1007/978-3-642-15555-0_56⟩
Conference papers hal-00498607v1
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Regularization of Transportation Maps for Color and Contrast Transfer

Julien Rabin , Julie Delon , Yann Gousseau
ICIP, Sep 2010, Hong Kong, France. pp.1933-1936, ⟨10.1109/ICIP.2010.5650823⟩
Conference papers hal-03690435v1
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MAC-RANSAC: a robust algorithm for the recognition of multiple objects

Julien Rabin , Julie Delon , Yann Gousseau , Lionel Moisan
Fifth International Symposium on 3D Data Processing, Visualization and Transmission (3DPTV 2010), 2010, Paris, France. pp.051
Conference papers hal-00466487v2

MAC-RANSAC : reconnaissance automatique d'objets multiples

Julien Rabin , Julie Delon , Yann Gousseau , Lionel Moisan
17ème Congrès Francophone de Reconnaissance des Formes et Intelligence Artificielle (RFIA 2010, Caen), Jan 2010, Caen, France
Conference papers hal-00674152v1
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Circular Earth Mover's Distance for the comparison of local features

Julien Rabin , Julie Delon , Yann Gousseau
2008 19th International Conference on Pattern Recognition (ICPR), Dec 2008, Tampa, United States. pp.1-4, ⟨10.1109/ICPR.2008.4761372⟩
Conference papers hal-03690442v1
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Approches robustes pour la comparaison d'images et la reconnaissance d'objets

Julien Rabin
Traitement du signal et de l'image [eess.SP]. Télécom ParisTech, 2009. Français. ⟨NNT : ⟩
Theses tel-00472442v1