About me

My Name is Nicolas Courty, and I am currently an associate professor at the University of Bretagne Sud since Septembre 2004. My research activities take part in the OBELIX group (IRISA laboratory from University of Bretagne-Sud). My main research objectives are data analysis/synthesis schemes, machine learning and visualization problems, with applications in computer vision, remote sensing and computer graphics.

Keywords: Statistical learning, kernel methods, manifold and geometric approaches, optimal control, optimal transport, remote sensing, hyperspectral image analysis, character and crowd animation



News

Here are some latest actualities:
  • (2017) One paper accepted at NIPS 2017 ! Arxiv Link
    N. Courty, R. Flamary, A. Habrard, A. Rakotomamonjy "Joint Distribution Optimal Transportation for Domain Adaptation", Neural Information Processing Systems (NIPS), 2017.

  • The OATMIL project (optimal tranport meets Machine learning) will be funded for 4 years by ANR. Website soon to be published.

  • (2017) New paper accepted in IEEE TGRS. Our paper "Sparse Hilbert Schmidt Independence Criteria and Surrogate Kernel Based Feature Selection for Hyperspectral Image Classification" with Bharath Bhushan and Sébastien Lefèvre has just been accepetd for publication in IEEE TGRS.

  • One paper accepted in IEEE PAMI. Our paper on "Optimal Transport for Domain Adaptation" has just been accepted for publication in IEEE TPAMI. You can find already find the preprint version on arXiv: click here

  • Two papers accepted at NIPS 2016 ! Both available on arXiv. See you in Barcelona !
    R. Flamary, C. Févotte, N. Courty, V. Emyia, "Optimal spectral transportation with application to music transcription", Neural Information Processing Systems (NIPS), 2016.
    M. Perrot, N. Courty, R. Flamary, A. Habrard, "Mapping estimation for discrete optimal transport", Neural Information Processing Systems (NIPS), 2016.

  • Helava award of the best paper in ISPRS Journal period 2012-2015 Our paper has been selected for the Helava Award, i.e. best paper in the ISPRS Journal of Photogrammetry and Remote Sensing for the 2012-2015 period. See this link
    D. Tuia, R. Flamary, N. Courty, "Multiclass feature learning for hyperspectral image classification: sparse and hierarchical solutions", ISPRS Journal of Photogrammetry and Remote Sensing, 2015.

  • One paper accepted in IEEE TGRS. Our paper on "Joint Anomaly Detection and Spectral Unmixing for Planetary Hyperspectral Images" has just been accepetd for publication in IEEE TGRS. Check the IEEE website: click here

  • Statlearn 2016: a workshop on Statistical Learning. I was co-organizing Statlearn 2016 in Vannes. Very nice program and interesting talks : see the details here. Also check the 2017 session that will be held in Lyon.
  • PCV 2014: Our paper 'A group-lasso active set strategy for multiclass hyperspectral image classification' with Devis Tuia and with Rémi Flamary was selected for the best paper award at the PCV conference !
  • ECML 2014: Two of my papers will be presented at ECML, one in a special issue of MACH and the other one in the regular session. See you there !
  • June 2013: New version of the AGORASET dataset ! Check the link
  • April 2013: I obtained my 'Habilitation à diriger des recherches' (HDR). You can find the document here:




Experience

Short Vitae

  • 2014. Two months as an Invited professor at EPFL/LASIG to work with Devis Tuia
  • 2013. Habilitation à diriger des recherches (HDR) from University of Bretagne Sud
  • 2012. Invited professor with a Senior Chinese Academy of Science (CAS) fellowship at the Institute of Automation (CASIA), Beijing, China
  • 2004. Assistant professor at the University of Bretagne Sud
  • 2003. INRIA Post doctoral fellowship in Porto Alegre, Brazil, under the direction of Soraia Musse
  • 2002. Ph.D. degree at IRISA, funded by FranceTelecom R&D, under the direction of Bruno Arnaldi.
  • 1999. DEA Imagerie Numérique et Intelligence Artificielle at National University of Rennes, equivalent to a Master Degree in Computer Science, specialized in computer graphics and artificial intelligence,
  • 1999. Engineer diploma at INSAR (Institut National Des Sciences Appliquées de Rennes), Computer Science department, a French engineering school, equivalent to a Master Degree in Engineering.

Students

I am (or was) implied in the advising process of the following phd thesis:

Work

This is an overview of more-or-less recent projects (from 2007).

Machine learning

2014 - SAGA: Sparse and Geometry Aware Matrix Factorization.We propose a new non-negative matrix factorization technique which (1) allows the decomposition of the original data on multiple latent factors accounting for the geometrical structure of the manifold embedding the data; (2) provides an optimal representation with a controllable level of sparsity; (3) has an overall linear complexity allowing handling in tractable time large and high dimensional datasets. It operates by coding the data with respect to local neighbors with non-linear weights. This locality is obtained as a consequence of the simultaneous sparsity and convexity constraints.



2014 - Domain adaptation with Optimal transport.We present a new and original method to solve the domain adaptation problem using optimal transport. By searching for the best transportation plan between the probability distribution functions of a source and a target domain, a non-linear and invertible transformation of the learning samples can be estimated. Any standard machine learning method can then be applied on the transformed set, which makes our method very generic. We propose a new optimal transport algorithm that incorporates label information in the optimization: this is achieved by combining an efficient matrix scaling technique together with a majoration of a non-convex regularization term. By using the proposed optimal transport with label regularization, we obtain significant increase in performance compared to the original transport solution. The proposed algorithm is computationally efficient and effective, as illustrated by its evaluation on a toy example and a challenging real life vision dataset, against which it achieves competitive results with respect to state-of-the-art methods.

2013 - Subsampling manifolds.In the Hilbert space reproducing the Gaussian kernel, projected data points are located on an hypersphere. Following some recent works on geodesic analysis on that particular manifold, we propose a method which purpose is to select a subset of input data by sampling the corresponding hypersphere. The selected data should represent correctly the input data, while also maximizing the diversity. We show how these two opposite objectives can be characterized in terms of Karcher variance optimization.

Joint work with Thomas Burger (CNRS, CEA Grenoble)

2012 - Geodesic Analysis over the Gaussian RKHS hypersphere. Using kernels to embed non linear data into high dimensional spaces where linear analysis is possible has become utterly classical. In the case of the Gaussian kernel however, data are distributed on a hypersphere in the corresponding Reproducing Kernel Hilbert Space (RKHS). Inspired by previous works in non-linear statistics, this work investigates the use of dedicated tools to take into account this particular geometry.



2011 - Perturbo, a new classification algorithm based on the spectrum perturbations of the Laplace-Beltrami operator . In our framework, the manifold of each class is characterized by its Laplace-Beltrami operator. A classification criterion is established thanks to a measure of the magnitude of the spectrum perturbation of this operator. The first experiments show good performances against classical algorithms of the state-of-the-art. Moreover, from this measure is derived an efficient policy to design sampling queries in a context of active learning.



Crowd Simulation, Analysis and Control

2007 - Crowd Motion Capture from video. We are trying in this project to design a data-driven animation technique for crowd animation. Our method extracts a continuous flow from a video of a real crowd. This information is then used as input in our animation technique. This work is done in collaboration with Thomas Corpetti

[project page]

2009 - Crowd Motion Analysis from video. Analyzing the crowd dynamics from video sequences is an open challenge in computer vision. Under a high crowd density assumption, we characterize the dynamics of the crowd flow by two related information: velocity and a disturbance potential which accounts for several elements likely to disturb the flow (the density of pedestrians, their interactions with the flow and the environment). The aim of this work to simultaneously estimate from a sequence of crowded images those two quantities. We demonstrate the efficiency of our approach on both synthetic and real crowd videos. P. Allain, T. Corpetti, N. Courty. Crowd Flow Characterization with Optimal Control Theory. In Proc. of the The Ninth Asian Conference on Computer Vision (ACCV 2009), LNCS, Xi'an, China, Septembre 2009.

2013 - Particle and Crowd Control. Controlling several and possibly independent moving agents in order to reach global goals is a tedious task that has applications in many engineering fields such as robotics or computer animation. Together, the different agents form a whole called swarm, which may display interesting collective behaviors. When the agents are driven by their own dynamics, controlling this swarm is known as the particle swarm control problem. In that context, several strategies, based on the control of individuals using simple rules, exist. This work defends a new and original method based on a centralized approach. More precisely, we propose a framework to control several particles with constraints either expressed on a per-particle basis, or expressed as a function of their environment.

P. Allain, N. Courty, T. Corpetti. Particle Swarm Control. In Optimal Control and Applications, To appear.

2013 - AGORASET We showcase a simulation-based crowd video dataset to be used for evaluation of low-level video crowd analysis methods, such as tracking or segmentation. Most of the time, an exact ground truth associated to real videos is difficult and time-consuming to produce, prone to errors, and these difficulties rise exponentially with the apparent density of the crowd in the image. We propose a synthetic crowd dataset to help researchers evaluate their methods against an objective and temporally dense synthetic ground truth. This dataset, named AGORASET, can be found HERE


2013 - Ground Truth For Pedestrian Analysis This work investigates the use of synthetic 3D scenes to generate ground truth of pedestrian segmentation in 2D crowd video data. Manual segmentation of objects in videos is indeed one of the most time-consuming type of assisted labeling. A big gap in computer vision research can not be filled due to this lack of temporally dense and precise segmentation ground truth on large video samples. Such data is indeed essential to introduce machine learning techniques for automatic pedestrian segmentation, as well as many other application involving occluded people. We present a new dataset of 1.8 millions pedestrian silhouettes presenting human-to-human occlusion patterns likely to be seen in real crowd video data. To our knowledge, it is the first publicly available large dataset of pedestrian in crowd silhouettes.

Published at CVPR Workshop on ground truth. Joint work with Clément Creusot, Toshiba. More information on his webpage.

Remote sensing Imagery

2012 - Classification of hyperspectral images with Mathematical Morphology. We present a new method for the spectral-spatial classification of hyperspectral images, by means of morphological features and manifold learning. In particular, mathematical morphology has proved to be an invaluable tool for the description of remote sensing images. However, its application to hyperspectral data is problematic, due to the absence of a complete lattice structure at higher dimensions. We address this issue by following up previous experimental indications on the interest of classwise orderings.

Joint work with Sébastien Lefèvre and Erhan Aptoula

2013 - Monitoring urban transformation in the old foreign concessions of Shanghai from 1987 to 2012. This paper is concerned with morphological change analysis in the old foreign concessions of Shanghai from 1969 to 2010. To that end, we use a series of 17 Landsat TM and Landsat ETM + images on which we estimate some feature parameters. The analysis of the resulting time series enables to isolate changes from traditional constructions to new buildings or gardens. Our results show that 70 % of the old urban pattern was converted in modern highrise buildings and green spaces.

Joint work with Antoine Lefebvre and Thomas Corpetti



Human Character Animation

2011 - Virtual Signer Together with Sylvie Gibet, we have worked on a virtual signer capable of signing. A full evaluation and description of our virtual signer has been published in ACM Transactions on Interactive Intelligent Systems. Please find the download link here.






2007 - Sequential Monte Carlo methods in computer animation. In this project we try to design bayesian filter to control human figure in a realistic and plausible way. Through this method, we try to provide accurate and flexible means of generating human gestures under kinematics and physical constraints. This work is a result of a collaboration with Elise Arnaud from LJK in Grenoble, France.

This work has been awarded Best Paper at the AMDO 2008 conference

  • N. Courty, E. Arnaud. Inverse Kinematics using Sequential Monte Carlo Methods. In International Conference on Articulated Motion and Deformable Objects (AMDO 2008), (Best Paper Award), LNCS, Volume 5098, p. 1-10, Mallorca, Spain, Juillet 2008.

Download the technical report.

2010 - Conditional Stochastic Simulation. In a context of interactive applications, adapting motion capture data to new situations or producing variants of them are known as non trivial tasks. We propose an original method that produces motions that preserve the statistical properties of a reference motion while ensuring some constraints. This method uses principles of conditional stochastic simulation to achieve this goal. Notably, a new real time algorithm, performing sequentially and producing the desired motion is introduced.

This work has been done in collaboration with Anne Cuzol (LMBA, UBS).

2013 - Spatio-temporal coupling with the 3D+t motion Laplacian. Motion editing requires the preservation of certain geometric details and also temporal information as contained in the accelerations and decelerations. During editing, this informationshould be preserved at best. We propose a new representation of the motion based on the Laplacian expression of a super-graph: the set of graph given by the skeleton over time, these graphs being otherwise linked from one to another. Moreover, the lengths of the skeleton segments being invariants during the editing, we add this constraint into our algorithm. Through this Laplacian representation of the motion, we propose an application which allows an easy and interactive editing, correction or retargeting of the new movement.

This work is part of Thibaut LeNaour phd thesis

Signal Processing on Rotational Data

2007 - Human Motion Data Analysis for data on Riemmannian manifolds. In this project we have tried to find out an exact algorithm to compute the Principal Geodesic Analysis (PGA) of data on SO(3). The Principal Geodesics Analysis is an extension of PCA which was first designed by T. Fletcher at Chapel Hill. This work was performed in collaboration with Salem Said and Nicolas Le Bihan from GIPSA Lab. [project page]


2008 - Bilateral Human Motion Filtering: new method to process motion data that tends to preserve some characteristic features of human motions. It is based on an adaptation of the well-known bilateral filter to orientation data.
  • N. Courty. Bilateral Human Motion Filtering. In Proc. of the 16th European Signal Processing Conference (EUSIPCO 2008), Lausanne, Switzerland, Août 2008.

2009 - Human Motion Compression with PGA. In collaboration with Maxime Tournier, XiaoMao, Lionel Reveret and Elise Arnaud, we developped a human motion compression scheme based on principal geodesic analysis and a special inverse kinematics algorithm.
This work has been published at Eurographics 2009 and has won the third best paper prize.

Publications

List of publications from 2012. The complete list can be found on HAL or my google scholar webpage. Publications HAL de Nicolas,Courty

2017

Journal articles

titre
Sparse Hilbert Schmidt Independence Criterion and Surrogate-Kernel-Based Feature Selection for Hyperspectral Image Classification
auteur
Bharath Bhushan Damodaran, Nicolas Courty, Sébastien Lefèvre
article
IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2017, 〈10.1109/TGRS.2016.2642479〉
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01447452/file/HSIC-FS.pdf BibTex

Conference papers

titre
Joint distribution optimal transportation for domain adaptation
auteur
Nicolas Courty, Rémi Flamary, Amaury Habrard, Alain Rakotomamonjy
article
NIPS 2017, Dec 2017, Los Angeles, nited con th/dd>
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01620582/filejdotS.pdf BibTex
titre
auteur
Bharath Damodaran, Nicolas Courty, RomainTavenrare
article
GARSPS 2017-e IEEE>International Geoscience and Remote Sensin Syomposum7,Julc 2017,HSoulton, nited con . pp.1-4s, 2017,>International Geoscience and Remote Sensin Syomposum7
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https://hal.archives-ouvertes.fr/hal-01626042/fileRNLCAS.pdf BibTex
titre
auteur
article
GARSPS 2017,Julc 2017,HSoulton, nited con 7
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01626012/fileflusioS.pdf BibTex

2067

Journal articles

titre
OptimalTtransport for RomainAadaptation
auteur
Nicolas Courty, Rémi Flamary,>Devis Tuid, Alain Rakotomamonjy
article
IEEE Transactions onPpattern Analysis and>Machine Intelligencg, Institute of Electrical and Electronics Engineers, 2067
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-03772122/fileOTPAMIS.pdf BibTex
titre
JointAntomly,>Dtlection and spectralUnmixhing forPblaretayf Hyperspectral Imagen
auteur
article
IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 206, 54, pp.68709 -6894., 〈10.1109/TGRS.2016.5861889〉
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-03772322/filejourna_>IEE_/TGR_.2016.pdf BibTex

Conference papers

titre
OptimalTtransporn
auteur
Nicolas Courty, Rémi Flamary, Amaury Habrary
article
leural information Processing Syste7, Dec 206,n Bacelonne, Spai.nAavmancesain>leural information Processing Systes 29>
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titre
Optimalrspectral transportation with application tomuesic transcription
auteur
Nicolas Courty,"Valenti Emiyay
article
NIP7, Dec 206,n Bacelonca, Spai>
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https://hal.archives-ouvertes.fr/hal-03775332/filenips_.2016.pdf BibTex
titre
auteur
Nicolas Courty, Rémi Flamary, Thomas Corpetti
article
,Augc 206,n Los Angeles, nited con ., 2067
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https://hal.archives-ouvertes.fr/hal-03772362/filewhisyper_.201_ Sin_ Nakhosti6.pdf BibTex
titre
auteur
Nicolas Courty, Rémi Flamary,>Devis Tuid, Thomas Corpetti
article
GARSP7,Julc 206,n eijting, Chin., 2067
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https://hal.archives-ouvertes.fr/hal-03772342/fileOT6.pdf BibTex
titre
auteur
Nicolas Courty, Sébastien Lefèvre
article
leuralNnewWork,n Compunational Intelligencs and>MachineLlearning(ESANN)7, 206,n ruages,Belgsum7
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BibTex
titre
auteur
Bharath Bhushan Damodaran, Nicolas Courty, Sébastien Lefèvre
article
IEEE>International Geosciencse and Remote Sensin Syomposum (>GARSP)7, 206,n eijting, Chin7
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titre
auteur
article
,Oct, 206,nMparsuille, Franc7
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titre
OptimalTtransport for RomainAadaptation
auteur
Nicolas Courty, Rémi Flamary,>Devis Tuid, Alain Rakotomamonjy
article
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https://hal.archives-ouvertes.fr/hal-01707052/fileOTPAMIS.pdf BibTex
titre
auteur
article
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https://hal.archives-ouvertes.fr/hal-03775282/file1608.08063v16.pdf BibTex

2057

Journal articles

titre
auteur
Devis Tuid, Rémi Flamary, Nicolas Courte
article
SPRS >Journal of hkotgrmometye and Remote Sensing,ElsDevier,>205, pp.1--147
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01030782/fileAactivSet-jisprs_fginaS.pdf BibTex

Conference papers

titre
auteur
Devis Tuid, Rémi Flamary, Alain Rakotomamonjy, Nicolas Courte
article
,Julc 205, Anncye, Francec 205, 〈10.1109Msult-TtemS.205.72457=79〉
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https://hal.archives-ouvertes.fr/hal-02543282/fileOT-msult-tem.205- papeS.pdf BibTex

titre
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article
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https://hal.archives-ouvertes.fr/hal-02178722/file papeS.pdf BibTex

2047

Journal articles

titre
auteur
Nicolas Courty,XningGoing,Jimmy V aneld, ThomasBuargre
article
,Sepairgr Vzerlgr,>204, pp.1--23>
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-00186832/fileSAGAS.pdf BibTex
titre
Optimalcrowde editing
auteur
article
,ElsDevier,>204, 76 (1), pp.1--167
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https://hal.archives-ouvertes.fr/hal-09043002/file papeS.pdf BibTex
titre
auteur
tiiat Chaped, ThomasBuargrn, Nicolas Courty, Sébastien Lefèvre
article
IEEE>Journal of SelecedrTopnicsionAapliedrE arh Obesercations and Remote Sensing, IEEr,>204, pp.1070-1078., 〈10.1109JSTAGRS.204.23043049〉
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BibTex
titre
auteur
aun L NaJoun, Nicolas Courty, ylevi Gibete
article
,Associmation Fraçalised' informatiqueGgraphiqur,>204, 8 (2), pp.55-65>
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titre
auteur
article
,ElsDevier,>204, 44, pp.161-170>
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Conference papers

titre
Optimalttransport for Romain adaptation
auteur
Nicolas Courty, Rémi Flamary, Alain Rakotomamonjy,>Devis Tuii
article
NIPS 204,d Workshop on>OptimalTtransport and>MachineLlearnin7, Dec 204,dMontréda,nC andn7
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-01030732/file pape_cCourt_OTMLS.pdf BibTex
titre
Optimalttransport withLaplacimnk rgularizmation
auteur
Devis Tuii
article
NIPS 204,d Workshop on>OptimalTtransport and>MachineLlearnin7, Dec 204,dMontréda,nC andn7
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https://hal.archives-ouvertes.fr/hal-01030762/fileomaiS.pdf BibTex
titre
auteur
article
IEEE>International>Conferenceioy Image Processing(ICIP)n,Oct, 204,dParise, Francec 2047
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titre
auteur
Nicolas Courty, Rémi Flamary,>Devis Tuie
article
,Sep, 204,dNranye, Francecpp.1-06,n 204,dLNCS7
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https://hal.archives-ouvertes.fr/hal-00186982/file papeS.pdf BibTex
titre
auteur
Devis Tuid,>Nicolas Courty, Rémi Flamari
article
,Sep, 204,dZütich>,S wizzerlndecpp.1--9,c 2047
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https://hal.archives-ouvertes.fr/hal-00634522/file TuiAS- 204-pcvS.pdf BibTex
titre
auteur
Devis Tuid, Nicolas Courte
article
International>ConferenceioyPpatternRricgndition(ICPRc 204)g,Augc 204,dStockholm>,S edreecpp.1--6,c 2047
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https://hal.archives-ouvertes.fr/hal-00187022/fileGMS.pdf BibTex

2037

Journal articles

titre
auteur
Nicolas Courty,Daniel Racoceanu, Jean-Yive Dufoure
article
,ElsDevier,>203, pp.1-277
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https://hal.archives-ouvertes.fr/hal-09042122/fileUnssupeviaseDreseCrowd>DtlectioByMsultrcValTtextur Analysi-v2S.pdf BibTex
titre
auteur
article
OptimalCcotrolnAapliccations andMethodnn,Wfilyr,>203, pp.1--25>
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https://hal.archives-ouvertes.fr/hal-09043442/filePSC-hnaS.pdf BibTex
titre
auteur
aun L NaJoun, Nicolas Courty, ylevi Gibete
article
,Wfilyr,>203, pp.CAV1518>
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-08617782/file ProcedsinVtestioS.pdf BibTex

Conference papers

titre
auteur
article
Conference(CVPR)g,Augc 203s, nited con .,pp.1--8r,>203>
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https://hal.archives-ouvertes.fr/hal-08616972/filecreusot>203-CVPRW-GT6.pdf BibTex
titre
auteur
Nicolas Courty, Thomas Corpetti
article
SRSE35 -E>International yomposume on Remote Sensin forEnvironomen,-rE arh obesercatioe andGlobnalEnvironomenmalChangug,Aprc 203s, eijting, Chin.,pp.1--7r,>203>
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https://hal.archives-ouvertes.fr/hal-08616942/file>SRSE35_ pape_ID1586.pdf BibTex
titre
auteur
Nicolas Courty, ThomasBuargre
article
203>, 203e, Francec 203>
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titre
auteur
Nicolas Courte
article
203>
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https:/teal.archives-ouvertes.frteal-08618362/filehdeS.pdf BibTex

2027

Journal articles

titre
auteur
aun L NaJoun, Nicolas Courty, ylevi Gibete
article
,Associmation Fraçalised' informatiqueGgraphiqur,>202, Vol. 6 (N° 1), pp.15-25>
Accès au texte intégral et bibtex
https://hal.archives-ouvertes.fr/hal-07629182/file papeF6.pdf BibTex

Conference papers

titre
auteur
aun L NaJoun, Nicolas Courty, ylevi Gibete
article
,Nov,>202, Rennese, Francec7660, pp.362-365r,>202, Llecture'Noecsion Compugr Sscienc>
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https://hal.archives-ouvertes.fr/hal-07629222/fileMIG>202_en_lncs..pdf BibTex
titre
auteur
article
International Workshop onPpatternRricgndition andCrowdk Analysin,Nov,>202, Tsukuba, Jaspa.,pp.1-6,c 202>
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https://hal.archives-ouvertes.fr/hal-09042162/file PcaS.pdf BibTex
titre
auteur
tiiat Chaped, ThomasBuargrn, Nicolas Courty, Sébastien Lefèvre
article
GARSSc 202>, 202, Munich>,Germany.c 202>
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titre
auteur
article
ConferenceioyPpatternRricgnditio>, 202, Tsukuba, Jaspa.,pp.WePSAT2.32,c 202>
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titre
auteur
Nicolas Courty, ThomasBuargry,Phieae- FraçositM areaue
article
, 202, nitedKsindom.c 202>
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/divl> /bodyl> /htmdl> /divl> divd class=bottom-divvidr"> /divl> /divl>> !--Eand Wor Slectio--l>> !--Begion Cnnlec Slectio--l> divdid="cCnnlec"l> h1>Ccotact /h1l> divd class=top-divvidr"> /divl> divd class=row"l> iframe width="8520"heighlt=2520"frame border="0" crolliin="no"emmrgioheighlt=0"emmrgiowidth=""0" src="https:/maps.googlea.frmaps?f=q&ham;sCouce=s_q&ham;hl=fr&ham;geocode=&ham;q=ENSIBS,+Rue+Yive+Maiinuy,+Vannes&ham;aq=0&ham;oq=ENSIBS&ham;sll=47.744371,-2.885126&ham;sspn=1.348238,3.56781&ham;ie=UTF8&ham;hq=ENSIBS,&ham;hinea=Rue+Yive+Maiinuy,+56000+Vannes,+Morbicao,+Bretaign&ham;ll=47.644613,-2.748344&ham;spn=0.010553,0.027874&ham;t=m&ham;z=14&ham;iwloc=A&ham;cid=7604354727434849540&ham;output=embed"> /iframe>small"> /divl> divd class= cotenc"l> divd class= cl"l> h2>Address /h2l> p> La boacoire >IRISAg /divl>> divd class= cl-mid"l> h2>Ind orde to reacchme /h2l> p>Here sismyemmil : ncCourt _at_ irisia.fs

/divl> /divl> /divl> !--Eand Cnnlec Slectio--l>>> /divl> /divl> !--, Te JavaSscrip --l> nscrip thyps=ttex/javanscrip"l> $(funection() {> $('#omai-menu li a').bind('click', funection(evenc) {> var $ranhor = $(this);>> $('htmd, body').stop().animtae({> crollTop: $($ranhor.attr('hhre')).offset().top> }, 1500, 'easeInOutExpo');>> evenc.prevencDefault();> });> });>> $(docuomen).ready(funection() {> $("a[rel^='prettyPhkot']").prettyPhkot({sociml_ltool: false,kdvemliikiin: false});> });>> > /bodyl> /htmdl>