SIIM : SIgnal-Image-Modeling

Keys Words

Modeling, ill-posed inverse problems (blind sources separation – unmixing – multidimensional deconvolution (MIMO systems)), dimension reduction, estimation, (heterogeneous) data fusion, supervised/unsupervised learning, classification, survey/decision, (Convolutive) Neural Networks, Deep Learning, matrix and tensor decompositions, stochastic and deterministic optimization, non-stationary processes (time-frequency (spatial) distributions, adaptive algorithms), linear and multilinear algebra, low rank approximation, approximation theory, nonlinear and chaotic dynamical system theory.

 

Head

Nadège THIRION-MOREAU

 

Permanent Members

BOUCHARA FrédéricMaitre de Conférences
Courriel : frederic.bouchara@lis-lab.fr
BOUCHOUICHA MoezMaitre de Conférences
Courriel : moez.bouchouicha@lis-lab.fr
LUCIANI XavierMaitre de Conférences
Courriel : xavier.luciani@lis-lab.fr
MAIRE SylvainMaitre de Conférences
Courriel : sylvain.maire@lis-lab.fr
MINGHELLI-ROMAN AudreyMaitre de Conférences
Courriel : audrey.minghelli-roman@lis-lab.fr
MOREAU ÉricProfesseur des Universités
Courriel : eric.moreau@lis-lab.fr
NGUYEN ThanhMaitre de Conférences
Courriel : thanh-phuong.nguyen@lis-lab.fr
PRISSETTE CyrilMaitre de Conférences
Courriel : cyril.prissette@lis-lab.fr
THIRION-MOREAU NadègeProfesseur des Universités
Courriel : nadege.thirion-moreau@lis-lab.fr

 

Phd Studients

CHAMBARET GuillaumeDoctorant
Courriel : guillaume.chambaret@lis-lab.fr
EL QUATE KarimaDoctorant
Courriel : karima.elquate@lis-lab.fr
FRIZZI SebastienDoctorant
Courriel : sebastien.frizzi@lis-lab.fr
KAABI RabebDoctorant
Courriel : rabeb.kaabi@lis-lab.fr
LAMOURET MarieDoctorant
Courriel : marie.lamouret@lis-lab.fr
MARIE VincentDoctorant
Courriel : vincent.marie@lis-lab.fr
NGUYEN ThanhDoctorant
Courriel : thanh-tuan.nguyen@lis-lab.fr
SANCHEZ GuillaumeDoctorant
Courriel : guillaume.sanchez@lis-lab.fr
SANOU Isaac WilfriedDoctorant
Courriel : isaac-wilfried.sanou@lis-lab.fr
SOUQUIERES LauraDoctorant
Courriel : laura.souquieres@lis-lab.fr

 

Other staff members

ENEL LaurentCherch. associe
Courriel : laurent.enel@lis-lab.fr
GUIS VincenteIR
Courriel : vincente.guis@lis-lab.fr
NGUYEN HiepPost-Doctorant
Courriel : hiep.nguyen@lis-lab.fr
VADAKKE CHANAT SayoobPost-Doctorant
Courriel : sayoob.vadakke-chanat@lis-lab.fr

 

Research interests

The Project Team « SIgnal-Image-Modeling’’ (SIIM) is part of the Signal & Image pole of the LIS laboratory. This team is hosted in the SeaTech engineering school of the University of Toulon (La Garde site).

The researches of the members of the SIIM team are gearing towards data sciences & analysis, and concern more precisely: signal and image processing, computer vision, machine learning and optimization.

They range from the observation or the physical study of the data for modeling or characterization purposes or their processing and analysis. The main aims are to retrieve meaningful information or latent variables, to help the end-users with the interpretation of the results or to develop automatic decision or diagnostic assistance systems. This involves the development of innovative theoretical approaches and the effective implementation of these methods through numerical computation and high performance algorithms. These (dedicated) solutions also have to be able to take into account the specificities and constraints linked to the considered application. Depending on it, we can handle different kind of datasets: multidimensional or multimodal signals, multi- or hyper- spectral images, 3D or 4D fluorescence spectroscopy imaging, video sequences, etc.

 

Main Lines

Signal Processing – Image processing – Computer Vision – Machine learning

 

Main Fields of application

Environmental data observation or monitoring, environmental data analysis/mining, marine surveillance, written document analysis, biomedical engineering, diagnostic assistance

 

Local ecosystem and valorization

MEDD and INPS poles of the Toulon University, IRSN, IFREMER, CNES, Mediterranean Sea Cluster (pôle MER méditerranée), Booster Space4Earth/SafeCluster, French customs, Airbus Defense and Space, CS Technologies, Thales Alenia Space, Naval Group, Sofresud, Hexaglobe, Seaviews, TVT Innovation

 

Scientific publications



50 documents

Article dans une revue

  • Thanh Phuong Nguyen, Xuan Son Nguyen, Mohamed Anouar Borgi, M K Nguyen. A projection based method for shape measurement. Journal of Mathematical Imaging and Vision, Springer Verlag, In press. ⟨hal-02368681⟩
  • Omar Cherrak, Hicham Ghennioui, Nadège Thirion-Moreau, El Hossein Abarkan. Blind separation of complex-valued satellite-AIS data for marine surveillance: a spatial quadratic time-frequency domain approach. International Journal of Electrical & Computer Engineering (2088-8708) , 2019, 9 (3), pp.1732-1741. ⟨10.11591/ijece.v9i3.pp1732-1741⟩. ⟨hal-02057520⟩
  • Xuan Son Nguyen, Abdel-Illah Mouaddib, Thanh Phuong Nguyen. Hierarchical Gaussian descriptor based on local pooling for action recognition. Machine Vision and Applications, Springer Verlag, 2019. ⟨hal-01978538⟩
  • Thanh Tuan Nguyen, Thanh Phuong Nguyen, Frédéric Bouchara, Xuan Nguyen. Momental directional patterns for dynamic texture recognition. Computer Vision and Image Understanding, Elsevier, In press, ⟨10.1016/j.cviu.2019.102882⟩. ⟨hal-02385372⟩
  • Audrey Minghelli, Manchun Lei, Sabine Charmasson, Vincent Rey, Malik Chami. Monitoring Suspended Particle Matter Using GOCI Satellite Data After the Tohoku (Japan) Tsunami in 2011. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2019, 12 (2), pp.567-576. ⟨10.1109/JSTARS.2019.2894063⟩. ⟨insu-02063520⟩
  • Malik Chami, Xavier Lenot, Mireille Guillaume, Bruno Lafrance, Xavier Briottet, et al.. Analysis and quantification of seabed adjacency effects in the subsurface upward radiance in shallow waters. Optics Express, Optical Society of America, 2019, 27 (8), pp.A319. ⟨10.1364/OE.27.00A319⟩. ⟨insu-02077634⟩
  • Thanh Tuan Nguyen, Thanh Phuong Nguyen, Frederic Bouchara. Completed statistical adaptive patterns on three orthogonal planes for recognition of dynamic textures and scenes. Journal of Electronic Imaging, SPIE and IS&T, 2018, 27 (05), pp.1. ⟨hal-01978443⟩
  • Mohamed Anouar Borgi, Thanh Phuong Nguyen, Demetrio Labate, Chokri Ben Amar. Statistical binary patterns and post-competitive representation for pattern recognition. International journal of machine learning and cybernetics, Springer, 2018, 9 (6), pp.1023 - 1038. ⟨10.1007/s13042-016-0625-9⟩. ⟨hal-01858125⟩
  • Thanh Phuong Nguyen, Xuan Son Nguyen. Shape measurement using LIP-signature. Computer Vision and Image Understanding, Elsevier, 2018, 171, pp.83-94. ⟨10.1016/j.cviu.2018.05.003⟩. ⟨hal-01858124⟩
  • Laurent Jeanpierre, Xuan Son Nguyen, Abdel-Illah Mouaddib, Thanh Phuong Nguyen. Action recognition in depth videos using hierarchical gaussian descriptor. Multimedia Tools and Applications, Springer Verlag, 2018, ⟨10.1007/s11042-017-5593-x⟩. ⟨hal-01713003⟩
  • Rémi André, Xavier Luciani, Eric Moreau. A new class of block coordinate algorithms for the Joint EigenValue Decomposition of complex matrices. Signal Processing, Elsevier, 2018, 145, pp.78-90. ⟨10.1016/j.sigpro.2017.11.016⟩. ⟨hal-01862357⟩
  • Sylvain Jay, Mireille Guillaume, Malik Chami, Audrey Minghelli, Yannick Deville, et al.. Predicting minimum uncertainties in the inversion of ocean color geophysical parameters based on Cramer-Rao bounds. Optics Express, Optical Society of America, 2018, 26 (2), pp.A1-A18. ⟨10.1364/OE.26.0000A1⟩. ⟨insu-01671185⟩
  • Omar Cherrak, Hicham Ghennioui, Nadège Thirion-Moreau, El Houssein Abarkan. Preconditioned optimization algorithms solving the problem of the non unitary joint block diagonalization: application to blind separation of convolutive mixtures. Multidimensional Systems and Signal Processing, Springer Verlag, 2017. ⟨hal-01785915⟩
  • Xuan Son Nguyen, Thanh Phuong Nguyen, François Charpillet, Ngoc-Son Vu. Local Derivative Pattern for Action Recognition in Depth Images. Multimedia Tools and Applications, Springer Verlag, 2017, pp.1-19. ⟨10.1007/s11042-017-4749-z⟩. ⟨hal-01657473⟩
  • Xuan Vu, Caroline Chaux, Nadège Thirion-Moreau, Sylvain Maire, Elfrida Carstea. A new penalized nonnegative third order tensor decomposition using a block coordinate proximal gradient approach: application to 3D fluorescence spectroscopy. Journal of Chemometrics, Wiley, 2017, 31 (4), pp.e2859. ⟨10.1002/cem.2859⟩. ⟨hal-01387439⟩
  • Cécile Peschoud, Audrey Minghelli, Sandrine Mathieu, Manchun Lei, Ivane Pairaud, et al.. Fusion of Sun-Synchronous and Geostationary Images for Coastal and Ocean Color Survey Application to OLCI (Sentinel-3) and FCI (MTG). IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2017, 10 (1), pp.45 - 56. ⟨10.1109/JSTARS.2016.2558819⟩. ⟨hal-01859069⟩
  • Sylvain Jay, Mireille Guillaume, Audrey Minghelli, Yannick Deville, Malik Chami, et al.. Hyperspectral remote sensing of shallow waters: Considering environmental noise and bottom intra-class variability for modeling and inversion of water reflectance. Remote Sensing of Environment, Elsevier, 2017, 200, pp.352 - 367. ⟨10.1016/j.rse.2017.08.020⟩. ⟨insu-01584930⟩
  • Antoine Manzanera, Thanh Nguyen, Xiaolei Xu. Line and circle detection using dense one-to-one Hough transforms on greyscale images. EURASIP Journal on Image and Video Processing, Springer, 2016, 34, pp.1773 - 1773. ⟨10.1186/s13640-016-0149-y⟩. ⟨hal-01451134⟩
  • Thanh Nguyen, Antoine Manzanera, Walter Kropatsch, Xuan Nguyen. Topological Attribute Patterns for Texture Recognition. Pattern Recognition Letters, Elsevier, 2016, 80, pp.91 - 97. ⟨10.1016/j.patrec.2016.06.003⟩. ⟨hal-01451126⟩
  • Thanh Phuong Nguyen, Ngoc-Son Vu, Antoine Manzanera. Statistical binary patterns for rotational invariant texture classification. Neurocomputing, Elsevier, 2016, ⟨10.1016/j.neucom.2015.09.029⟩. ⟨hal-01245103⟩
  • Jean-Philip Royer, Nadège Thirion-Moreau, Pierre Comon, Roland Redon, Stéphane Mounier. A regularized nonnegative canonical polyadic decomposition algorithm with preprocessing for 3D fluorescence spectroscopy. Journal of Chemometrics, Wiley, 2015, 29 (4), pp.253-265. ⟨10.1002/cem.2709⟩. ⟨hal-01126693⟩
  • Audrey Minghelli-Roman, Cecile Dupouy. Correction of the water column attenuation: Application to the seabed sapping of the lagoon of New Caledonia using MERIS images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2014, 7 (6), pp.2619-2629. ⟨10.1109/JSTARS.2014.2307956⟩. ⟨ird-01164845⟩
  • Audrey Minghelli-Roman, Cecile Dupouy. Influence of water column chlorophyll concentration on bathymetric estimations in the lagoon of New Caledonia, using several MERIS images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2013, 6 (2), pp.739-745. ⟨10.1109/jstars.2013.2239260⟩. ⟨ird-00863475⟩
  • Manchun Lei, Audrey Minghelli-Roman, Annick Bricaud, Jean Marie Froidefond, Sandrine Mathieu, et al.. Simulation of Future Geostationary Ocean Color Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2012, 5 (1), pp.173 - 182. ⟨10.1109/JSTARS.2011.2168388⟩. ⟨hal-01859080⟩
  • Jean-Philip Royer, Nadège Thirion-Moreau, Pierre Comon. Computing the polyadic decomposition of nonnegative third order tensors. Signal Processing, Elsevier, 2011, 91 (9), pp.2159-2171. ⟨10.1016/j.sigpro.2011.03.006⟩. ⟨hal-00618729⟩
  • Audrey Minghelli-Roman, Thierry Laugier, Laurent Polidori, Séverine Mathieu, Lionel Loubersac, et al.. Satellite survey of seasonal trophic status and occasional anoxic 'malaigue' crises in the Thau lagoon using MERIS images. International Journal of Remote Sensing, Taylor & Francis, 2011, 32 (4), pp.909-923. ⟨hal-01859046⟩
  • FranÇois Tavin, Audrey Roman, Sandrine Mathieu, Frederic Baret, Weidong Liu, et al.. Comparison of Metrics for the Classification of Soils Under Variable Geometrical Conditions Using Hyperspectral Data. IEEE Geoscience and Remote Sensing Letters, IEEE - Institute of Electrical and Electronics Engineers, 2008, 5 (4), pp.755 - 759. ⟨10.1109/LGRS.2008.2005212⟩. ⟨hal-01859094⟩

Communication dans un congrès

  • Thanh Tuan Nguyen, Thanh Phuong Nguyen, Frédéric Bouchara. Dynamic Texture Representation Based on Hierarchical Local Patterns. Advanced Concepts for Intelligent Vision Systems, Feb 2020, Auckland, New Zealand. ⟨hal-02357082⟩
  • Thanh Phuong Nguyen. PROJECTION BASED APPROACH FOR REFLECTION SYMMETRY DETECTION. ICIP, Sep 2019, Taipei, Taiwan. ⟨hal-02133544⟩
  • Thanh Tuan Nguyen, Thanh Phuong Nguyen, Frédéric Bouchara. SMOOTH-INVARIANT GAUSSIAN FEATURES FOR DYNAMIC TEXTURE RECOGNITION. ICIP, Sep 2019, Taipei, Taiwan. ⟨hal-02133547⟩
  • Thanh Tuan Nguyen, Thanh Phuong Nguyen, Frédéric Bouchara, Ngoc-Son Vu. Volumes of Blurred-Invariant Gaussians for Dynamic Texture Classification. Computer Analysis of Images and Patterns (CAIP), Sep 2019, Salerno, Italy. ⟨hal-02160704⟩
  • Manchun Lei, Audrey Minghelli, Annie Fiandrino. Analysis and modelling of remote sensing reflectance during anoxic crisis in the Thau lagoon using satellite images. OCEANS 2019 - Marseille, Jun 2019, Marseille, France. pp.1-6, ⟨10.1109/OCEANSE.2019.8867565⟩. ⟨hal-02296971⟩
  • Marie Lamouret, Arnaud Abadie, Christophe Viala, Pierre Boissery, Nadège Thirion-Moreau. Measuring fish activities as additional environmental data during a hydrographic survey with a multi-beam echo sounder. OCEANS 2019, Jun 2019, Marseille, France. ⟨hal-02169379⟩
  • Yannick Deville, Salah-Eddine Brezini, Fatima Benhalouche, Moussa Sofiane Karoui, Mireille Guillaume, et al.. Hyperspectral Oceanic Remote Sensing With Adjacency Effects: From Spectral-Variability-Based Modeling To Performance Of Associated Blind Unmixing Methods. IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.282-285, ⟨10.1109/IGARSS.2019.8898430⟩. ⟨insu-02389212⟩
  • Thanh Tuan Nguyen, Thanh Phuong Nguyen, Frédéric Bouchara, Xuan Son Nguyen. Directional Beams of Dense Trajectories for Dynamic Texture Recognition. ACIVS, Sep 2018, Poitier, France. ⟨hal-01860067⟩
  • M. Guillaume, L. Juste, X. Lenot, Y. Deville, B. Lafrance, et al.. NMF Hyperspectral Unmixing Of The Sea Bottom: Influence Of The Adjacency Effects, Model and Method. 2018 9th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Sep 2018, Amsterdam, Netherlands. pp.1-5, ⟨10.1109/WHISPERS.2018.8747064⟩. ⟨insu-02398213⟩
  • K. El Qate, M. El Rhabi, A. Hakim, E. Moreau, Nadège Thirion-Moreau. A regularized nonnegative third order tensor decomposition using a Primal-Dual Projected Gradient Algorithm: application to 3D fluorescence spectroscopy. International Conference on Smart Multimedia, Aug 2018, Toulon, France. ⟨10.1007/978-3-030-04375-9_16⟩. ⟨hal-01858112⟩
  • Frederic Bouchara, Thanh Tuan Nguyen, Thanh Phuong Nguyen, Frédéric Bouchara. Completed local structure patterns on three orthogonal planes for dynamic texture recognition. 2017 Seventh International Conference on Image Processing Theory, Tools and Applications (IPTA), Nov 2017, Montreal, France. ⟨10.1109/IPTA.2017.8310130⟩. ⟨hal-01873110⟩
  • Rémi André, Xavier Luciani, Eric Moreau. Diagonalisation conjointe par similitude avec contrainte de non négativité sur les valeurs propres. GRETSI 2017, Sep 2017, Juan-les-Pins, France. ⟨hal-01862233⟩
  • Guillaume Sicot, Jordan Ninin, Marc Lennon, Audrey Minghelli, Adrien Deschamps. Estimation of the likelihood function for non-linear optimization problems: Applications to the radiative transfer model in shallow water. 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2017, Fort Worth, France. ⟨10.1109/IGARSS.2017.8127623⟩. ⟨hal-01859156⟩
  • R. Andre, Xavier Luciani, Eric Moreau. A fast algorithm for the CP decomposition of large tensors. SIS2017 STATISTICS AND DATA SCIENCE: NEW CHALLENGES, NEW GENERATIONS, Jun 2017, Florence, Italy. ⟨hal-01862252⟩
  • Xuan Vu, Caroline Chaux, Nadège Thirion-Moreau, Sylvain Maire. A Proximal Approach for Nonnegative Tensor Decomposition. 13th International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA 2017), Feb 2017, Grenoble, France. ⟨hal-01485331⟩
  • Rémi André, Xavier Luciani, Eric Moreau. A COUPLED JOINT EIGENVALUE DECOMPOSITION ALGORITHM FOR CANONICAL POLYADIC DECOMPOSITION OF TENSORS. IEEE SAM 2016, Jul 2016, Rio de Janeiro, France. ⟨hal-01862247⟩
  • Rémi André, Laurent Albera, Xavier Luciani, Eric Moreau. ON JEVD OF SEMI-DEFINITE POSITIVE MATRICES AND CPD OF NONNEGATIVE TENSORS. IEEE SAM 2016, Jul 2016, Rio de Janeiro, Brazil. pp.7569738. ⟨hal-01862241⟩
  • Fabio Martínez, Antoine Manzanera, Michèle Gouiffes, Thanh Phuong Nguyen. Action-centric Polar Representation of Motion Trajectories for Online Action Recognition. International Conference on Computer Vision Theory and Applications (VISAPP), 2016, Roma, Italy. ⟨10.5220/0005730404420448⟩. ⟨hal-01671916⟩
  • Ivica Kopriva, Jean-Philip Royer, Nadège Thirion-Moreau, Pierre Comon. Error Analysis of Low-rank Three-Way Tensor Factorization Approach to Blind Source Separation. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2014), May 2014, Florence, Italy. pp.3210-3214. ⟨hal-00990255⟩
  • Xuan Thanh Vu †, Caroline Chaux, Sylvain Maire, Nadège Thirion-Moreau. Study Of Different Strategies For The Canonical Polyadic Decomposition Of Nonnegative Third Order Tensors With Application To The Separation Of Spectra In 3D Fluorescence Spectroscopy. 2014 IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2014), Sep 2014, Reims, France. ⟨hal-01278483⟩
  • Jean-Philip Royer, Nadège Thirion-Moreau, Pierre Comon. NonNegative 3-Way tensor Factorzation taking into account Possible Missing Data. 20th European Signal Processing Conference (EUSIPCO-2012), Aug 2012, Bucarest, Romania. pp.1-5. ⟨hal-00725289⟩

Direction d'ouvrage, Proceedings

  • Petr Tichavsky, Massoud Babaie-Zadeh, Olivier Michel, Nadège Thirion-Moreau. Latent Variable Analysis and Signal Separation - 13th International Conference, LVA/ICA 2017, Grenoble, France, February 21-23, 2017, Proceedings - Lecture Notes in Computer Sciences 10169. France. 2017. ⟨hal-01785901⟩

Pré-publication, Document de travail

  • Sylvain Maire, Xuan Vu, Caroline Chaux, Cyril Prissette, Nadège Thirion-Moreau. Decomposition of large nonnegative tensors using memetic algorithms with application to environmental data analysis. 2019. ⟨hal-02389879⟩