Publications Guillaume GINOLHAC

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Book chapters

[BC-2] Florent Bouchard, Arnaud Breloy, Antoine Collas, Alexandre Renaux, Guillaume Ginolhac. " The Fisher-Rao geometry of CES distributions" , In book: Elliptical Distributions in Signal Processing, Springer, 2023.

[BC-1] A. MIAN, G. GINOLHAC, J.-P. OVARLEZ Mian, G. Ginolhac, J.-P. Ovarlez, A. Breloy, F. Pascal. "An Overview of Covariance-based Change Detection Methodologies in Multivariate SAR Image Time Series", In book: Change Detection and Image Time Series Analysis 1, Wiley, 2021. pdf.

Journal Papers

[IJ-40] Hugo Brehier, Arnaud Breloy, Chengfang Ren, Guillaume Ginolhac, " Through the Wall Radar Imaging via Kronecker-structured Huber-type RPCA" Signal Processing, Volume 214, 2024, 109228, ISSN 0165-1684, https://doi.org/10.1016/j.sigpro.2023.109228.

[IJ-39] A. Collas, A. Breloy, C. Ren, G. Ginolhac and J. -P. Ovarlez, " Riemannian Optimization for Non-Centered Mixture of Scaled Gaussian Distributions," in IEEE Transactions on Signal Processing, vol. 71, pp. 2475-2490, 2023, doi: 10.1109/TSP.2023.3290354.

[IJ-38] P. V. H. Vu, A. Breloy, F. Brigui, Y. Yan and G. Ginolhac, " Robust Phase Linking in InSAR," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-11, 2023, Art no. 5211111, doi: 10.1109/TGRS.2023.3289338.

[IJ-37] M. Gallet, A. Mian, G. Ginolhac, E. Ollila and N. Stelzenmuller, " New Robust Sparse Convolutional Coding Inversion Algorithm for Ground Penetrating Radar Images," in IEEE Transactions on Geoscience and Remote Sensing, vol. 61, pp. 1-14, 2023, Art no. 5103814, doi: 10.1109/TGRS.2023.3268477.

[IJ-36] A. Hippert-Ferrer, M.N. El Korso, A. Breloy, G. Ginolhac Robust low-rank covariance matrix estimation with a general pattern of missing values Signal Processing, Elsevier, 2022, 195, pp.108460. ⟨10 .1016/j.sigpro.2022.108460⟩.

[IJ-35] A. Collas, F. Bouchard, A. Breloy, G. Ginolhac, C. Ren. Probabilistic PCA From Heteroscedastic Signals: Geometric Framework and Application to Clustering. IEEE Transactions on Signal Processing, vol. 69, pp.6546-6560, 2021. pdf.

[IJ-34] A. Hippert Ferrer, M.N. El Korso, A. Breloy, G. Ginolhac, "Robust mean and covariance matrix estimation under heterogeneous mixed-effects model with missing values", Elsevier Signal Processing, Vol. 188, November, 2021. pdf.

[IJ-33] A. Breloy, G. Ginolhac, Y. Gao, F. Pascal, "MIMO filters based on robust rank-constrained Kronecker covariance matrix estimation", Elsevier Signal Processing, Vol. 187, October, 2021. pdf.

[IJ-32] F. Bouchard, A. Breloy, G. Ginolhac, A. Renaux and F. Pascal, "A Riemannian Framework for Low-Rank Structured Elliptical Models," in IEEE Transactions on Signal Processing, vol. 69, pp. 1185-1199, 2021. https://arxiv.org/abs/2001.01141.

[IJ-31] M. Tiomoko, F. Bouchard, G. Ginolhac, R. Couillet. "Random matrix improved covariance estimation for a large class of metrics", Journal of Statistical Mechanics Theory and Experiment 2020(12):124011, December 2020. pdf.

[IJ-30] F. Bouchard, A. Mian, J. Zhou, S. Said, G. Ginolhac, Y. Berthoumieu , " Riemannian geometry for Compound Gaussian distributions: application to recursive change detection ", Elsevier Signal Processing, 2020. https://arxiv.org/abs/2005.10087.

[IJ-29] A. Mian, A. Collas, A. Breloy, G. Ginolhac, Jean-Philippe Ovarlez, "Robust low-rank change detection for SAR Image Time Series", IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2020, 13, pp.3545-3556. pdf.

[IJ-28] A. Combernoux, F. Pascal, G. Ginolhac, M. Lesturgie "Theoretical Performance of Low Rank Adaptive Filters in the Large Dimensional Regime", IEEE Transactions on Aerospace and Electronic Systems, vol. 55(6), pp. 1557-9603, December 2019. pdf

[IJ-27] A. Mian, J.P. Ovarlez, A. Atto, G. Ginolhac, "Design of New Wavelet Packets Adapted to High-Resolution SAR Images with an Application to Target Detection", IEEE Transactions on Geoscience and Remote Sensingvol. 57(6), pp. 3919-3932, June 2019. pdf dataset code project

[IJ-26] A. Mian, G. Ginolhac, J.P. Ovarlez, A. Atto, "New Robust Statistics for Change Detection in Time Series of Multivariate SAR Images", IEEE Transactions on Sig. Proc.vol. 67(2), pp 520-534, 2019. pdf project

[IJ-25] A. Breloy, G. Ginolhac, A. Renaux, F. Bouchard, "Intrinsic Cramer-Rao Bounds for Scatter and Shape Matrices Estimation in CES Distributions", IEEE Sig. Proc. Lettersvol. 26(2), pp 262-266, 2019. pdf project

[IJ-24] A. Combernoux, F. Pascal, G. Ginolhac, "Performance of the Low-Rank Adaptive Normalized Matched Filter Test Under a Large Dimension Regime", IEEE Transactions on Aerospace and Electronic Systemsvol. 55(1), pp, 459-468, 2019. pdf

[IJ-23] F. Brigui, M. Boizard, G. Ginolhac and F. Pascal, "New Low-Rank Filters for MIMO-STAP based on an Orthogonal Tensorial Decomposition", IEEE Transactions on Aerospace and Electronic Systemsvol. 54(3), pp 1208-1220, 2018. pdf

[IJ-22] Q. Hoarau, G. GinolhacA. Atto, and J.-M. Nicolas, "Robust Adaptive Detection of Buried Pipes using GPR", Elsevier Sig. Proc.vol. 132, pp 293-305, 2017. pdf project

[IJ-21] A. Breloy, G. GinolhacF. Pascal and P. Forster, "Robust Covariance Matrix estimation in heterogeneous Low Rank context", IEEE Transactions on Sig. Proc.64 (22), pp. 5794-5806. 2016. pdf

[IJ-20] P. Forster, G. GinolhacM. Boizard, "Derivation of the theoretical performance of a Tensor MUSIC Algorithm", Elsevier Sig. Proc.vol. 129, no12, pp 97-105, december 2016. pdf

[IJ-19] G. Ginolhac and P. Forster, "Approximate Distribution of the Low-Rank Adaptive Normalized Matched Filter Test Statistic Under the Null Hypothesis", IEEE Transactions on Aerospace and Electronic SystemVol. 52, no.o4, pp.2016-2023, November 2016. pdf

[IJ-18] Y. Sun, A. Breloy, B. Prabhu, D. Palomar, F. Pascal and G. GinolhacLow-Complexity Algorithms for Low Rank Clutter Parameters Estimation in Radar Systems", IEEE Transactions on Sig. Proc.64 (8), 2016. pdf

[IJ-17] A. Breloy, G. GinolhacF. Pascal and P. Forster, "Clutter Subspace Estimation in Low Rank Heterogeneous Noise Context", IEEE Transactions on Sig. Proc., 63 (9), pp.2173-2182, 2015. pdf

[IJ-16] M. Boizard, G. GinolhacF. Pascal and P. Forster, "Low-Rank Filter and Detector for Multidimensional Data Based on an Alternative Unfolding HOSVD, Application to Polarimetric STAP", EURASIP Journal on Advances in Signal ProcessingSpringerOpen, pp.119-130, 2014. pdf

[IJ-15] F. Brigui, G. GinolhacL. Thiron-Lefèvre and P. Forster, "New SAR Algorithm based on Signal and Orthogonal Interference Subspace Models", IEEE Transactions on Geoscience and Remote SensingVol. 52, no7, pp 3800 - 3811, July 2014. pdf

[IJ-14] F. Brigui, G. GinolhacL. Thiron-Lefevre and P. Forster, "New SAR Algorithm based on Oblique Projection for Interference Reduction", IEEE Transactions on Aerospace and Electronic SystemVol. 50, no2, pp.1118 - 1137, April 2014. pdf

[IJ-13] G. GinolhacP. Forster, F. Pascal and J.-P. Ovarlez, "Exploiting Persymmetry For Low-Rank Space Time Adaptive Processing", Elsevier Sig. Proc.vol. 97, no.o4, pp 242 - 251, April 2014. pdf

[IJ-12] G. GinolhacP. Forster, F. Pascal and J.-P.Ovarlez, "Performances and Robustness of a Robust Low-Rank STAP Filter", IEEE Transactions on Sig. Proc.Vol. 61, no.o1, pp 57 - 61, January 2013. pdf

[IJ-11] F. Daout, F. Schmitt, G. Ginolhac and P. Fargette, "Analysis of the spatial resolution of a MAMF system", IEEE Transactions on Aerospace and Electronic SystemVol. 48, no.o4, pp 3042 - 3057, October 2012. pdf

[IJ-10] G. GinolhacP. Forster, F. Pascal and J.-P.Ovarlez, "Derivation of the Bias of the Normalized Sample Covariance Matrix in a Heterogeneous Noise with Application to Low Rank STAP Filter", IEEE Transactions on Sig. Proc.Vol. 60, no1, pp 514 - 518, January 2012. pdf

[IJ-9] R. Durand, G. GinolhacL. Thirion-Lefèvre and P. Forster, "Back Projection Version of Subspace Detector SAR Processors", IEEE Trans. on Aero. Space and Elec. Syst.vol. 47, no2, April 2011. pdf

[IJ-8] G. GinolhacL. Thirion-Lefèvre, R. Durand and P. Forster, "SAR Processors Based on Signal or Interference Subspace Detector", IEEE Trans. on Aero. Space and Elec. Syst.vol. 46, no3, pp 1006-1020, July 2010. pdf

[IJ-7] F. Brigui, L. Thiron-Lefèvre, G. Ginolhac and P. Forster, "New Polarimetric Signal Subspace Detectors for SAR Processors", Comptes-Rendus Physiquevol. 11, no1, pp 104-113, January 2010.

[IJ-6] G. GinolhacF. Schmitt, F. Daout and P. Forster, "Multi-Frequency and Multistatic Inverse Synthetic Aperture Radar, with Application to FM Passive Radar", EURASIP Journal on Advances in Signal Processingspecial issue Advances in Multidimensional Synthetic Aperture Radar Signal Processing, Vol. 2010 (2010), Article ID 497074, 13 pages. doi :10.1155/2010/497074. pdf

[IJ-5] G. GinolhacP. Forster, "A procedure for efficient estimation of multiple parameters in some nonlinear cases", Signal Processingvol. 89, no.o4, pp 680-684, April 2009.

[IJ-4] R. Durand, G. GinolhacL. Thirion and P. Forster, "New SAR Processor Based on Matched Subspace Detectors", IEEE Trans. on Aero. Space and Elec. Syst.vol. 45, no1, pp 221-236, January 2009. pdf

[IJ-3] G. GinolhacJ. Chanussot and C. Hory, "Morphological and statistical approaches to improve detection in presence of reverberation", IEEE Journal of Oceanic Engineeringvol. 30, no4, pp 881-899, October 2005. pdf

[IJ-2] N. Le Bihan and G. GinolhacThree-Mode Dataset Analysis Using Higher Order Subspace Method. Application to Sonar and Seismo-acoustic Signal Processing", Signal Processingvol. 84, no.o5, pp 919-942, May 2004.

[IJ-1] G. Ginolhac and G. Jourdain, "Detection in presence of reverberation by using reverberation models", IEEE Journal of Oceanic Engineeringvol. 27, no2, pp 310-321, April 2002. pdf

International Conferences

[CI-64] Phan Viet Hoa VU, Frédéric Brigui, Arnaud Breloy, Yajing Yan, Guillaume Ginolhac, Covariance fitting based InSAR Phase Linking IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2023, Jul 2023, Pasadena, USA.

[CI-63] Hugo Brehier, Arnaud Breloy, Chengfang Ren, Israel Hinostroza and Guillaume Ginolhac. Robust PCA for Through-the-Wall Radar Imaging. European Signal Processing Conference (EUSIPCO), August 2022, Belgrade, Serbia.

[CI-62] Antoine Collas, Arnaud Breloy, Guillaume Ginolhac, Chengfang Ren, Jean.-Philippe Ovarlez, Robust Geometric Metric Learning. European Signal Processing Conference (EUSIPCO), August 2022, Belgrade, Serbia.

[CI-61] Phan Viet Hoa VU, Frédéric Brigui, Arnaud Breloy, Yajing Yan, Guillaume Ginolhac, A New Phase Linking Algorithm for Multi-temporal InSAR based on the Maximum Likelihood Estimator IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2022, Jul 2022, Kuala Lumpur, Malaysia

[CI-60] Matthieu Gallet, Ammar Mian, Guillaume Ginolhac, Nickolas Stelzenmuller, Classification of GPR Signals via Covariance Pooling on CNN Features within a Riemannian Framework International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2022, Kuala Lampur, Malaysia

[CI-59] Antoine Collas, Florent Bouchard, Guillaume Ginolhac, Arnaud Breloy, Chengfang Ren, Jean.-Philippe Ovarlez, ON THE USE OF GEODESIC TRIANGLES BETWEEN GAUSSIAN DISTRIBUTIONS FOR CLASSIFICATION PROBLEMS IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ICASSP, May 2022, Singapore, Singapore. ⟨10.1109/ICASSP43922.2022.9747872⟩

[CI-58] F. Bouchard, A. Breloy, A. Mian, G. Ginolhac. "On-line Kronecker Product Structured Covariance Estimation with Riemannian geometry for t-distributed data". 2021 29th European Signal Processing Conference (EUSIPCO), Dublin, Ireland. pp.856-859, Aug 2021. pdf.

[CI-57] R. Beisson, P. Vallet, A. Giremus, G. Ginolhac. "CHANGE DETECTION IN THE COVARIANCE STRUCTURE OF HIGH-DIMENSIONAL GAUSSIAN LOW-RANK MODELS". 2021 IEEE Statistical Signal Processing Workshop (SSP), Rio de Janeiro, Brazil. pp.421-425, Jul 2021. pdf.

[CI-56] V. Roizman, G. Ginolhac, M. Jonckheere, F. Pascal. "On Change Detection for Polsar Image Time Series: A New Clustering Approach". IEEE Statistical Signal Processing Workshop (SSP), Rio de Janeiro, Brazil. pp.56-60, July 2021.

[CI-55] A. Collas, F. Bouchard, A. Breloy, C. Ren, G. Ginolhac, J.P. Ovarlez, "A Tyler-Type Estimator of Location and Scatter Leveraging Riemannian Optimization", in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2021. pdf.

[CI-54] F. Bouchard, A. Breloy, G. Ginolhac and A. Renaux, "A Riemannian approach to blind separation of t-distributed sources", in Proc. of the European Signal Processing Conference, EUSIPCO-2020. pdf

[CI-53] F. Bouchard, A. Breloy, G. Ginolhac and F. Pascal, "Riemannian framework for robust covariance matrix estimation in spiked model," in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2020. https://hal.univ-grenoble-alpes.fr/hal-02571084.

[CI-52] F. Bouchard, A. Breloy, A. Renaux, and G. Ginolhac, "Riemannian geometry and Cramér-Rao bound for blind separation of Gaussian sources," in Proc. of IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP-2020. https://hal.inria.fr/hal-02571093/.

[CI-51] Pascal Vallet, Guillaume Ginolhac, Frederic Pascal, P. Forster, "Performance Analysis of a Low-Rank Detector Under Training Data Contamination," IEEE CAMSAP 2019, IEEE, Dec 2019, Gosier, France. pdf

[CI-50] A. Mian, A. Breloy, G. Ginolhac, J.-.P. Ovarlez, " Robust Low-rank Change Detection for SAR Image Time Series" IEEE IGARSS 2019. Yokohama, Japan, July 2019.pdf dataset slides project

[CI-49] M. Tiomoko, F. Bouchard, G. Ginolhac, R. Couillet, "Random Matrix Improved Covariance Estimation for a Large Class of Metrics," International Conference on Machine Learning (ICML), Long Beach, USA, 2019. pdf

[CI-48] A. Mian, L. Bacharach, G. Ginolhac, A. Renaux, N. El Korso, J.P. Ovarlez, "Designing SAR Images Change-Point Estimation Strategies using an MSE Lower Bound", ICASSP 2019, Brighton, England. pdf project

[CI-47] P. Vallet, G. Ginolhac, F. Pascal, P. Forster, "An Improved Low Rank Detector in the High Dimensional Regime", ICASSP 2019, Brighton, England. pdf project

[CI-46] E. Chaumette, F. Vincent, G. Ginolhac, "Detection of Swerling III-IV rank-one signals in Gaussian noise with unknown statistics", Asilomar 2018, Pacific Grove, CA, USA. pdf

[CI-45] A. Mian, J.-.P. Ovarlez, G. Ginolhac, A. Atto, "Robust Detection and Estimation of Change-Points in a Time Series of Multivariate Images", European Signal Processing Conference, EUSIPCO 2018. Rome, Italy, September 2018.pdf project

[CI-44] A. Mian, J.-.P. Ovarlez, G. GinolhacA. Atto, "A Robust Change Detector for Highly Heterogneous Multivariate Images", Acoustics, Speech and Signal Processing (ICASSP)2018 IEEE International Conference on. Calgary, Canada, April 2018. pdf project

[CI-43] A. Mian, J.-.P. Ovarlez, G. GinolhacA. Atto, "Multivariate Change Detection on High Resolution Monovariate SAR Image Using Linear Time-Frequency Analysis", European Signal Processing ConferenceEUSIPCO 2017. Kos, Greece, September 2017. pdf project

[CI-42] J.-.P. Ovarlez, G. GinolhacA. Atto, "Multivariate Linear Time-Frequency modeling and adaptive robust target detection in highly textured monovariate SAR image", Acoustics, Speech and Signal Processing (ICASSP)2017 IEEE International Conference on. New Orleans, United States, pp.4029 - 4033, April 2017. pdf project

[CI-41] Q. Hoarau, A. Breloy, G. GinolhacA. Atto, J.-M. Nicolas and J.-P. Ovarlez, "A subspace approach for shrinkage parameter selection in undersampled configuration for Regularised Tyler Estimators", Acoustics, Speech and Signal Processing (ICASSP)2017 IEEE International Conference on. New Orleans, United States, pp.3291 - 3295, April 2017. pdf project

[CI-40] A. Breloy, Y. Sun, P. Babu, G. GinolhacD. Palomar, "Robust rank constrained kronecker covariance matrix estimation", 2016 50th Asilomar Conference on Signals, Systems and Computers.Pacific Grove, United States. Proceedings of 2016 Asilomar, pp 810-814, November 2016. pdf

[CI-39] Q. Hoarau, G. GinolhacA. Atto, J.-M. Nicolas and J.-P. Ovarlez, "Robust Adaptive Detection of Buried Pipes using GPR", European Signal Processing ConferenceEUSIPCO 2016, Budapest, Hungary. pdf project

[CI-38] A. Breloy, Y. Sun, P. Babu, G. GinolhacD. Palomar, F. Pascal, "A Robust Signal Subspace Estimator", 2016 IEEE Workshop on Statistical Signal Processing (SSP 2016)Palma de Mallorca, Spain. Proceedings of 2016 IEEE Workshop on Statistical Signal Processing (IEEE SSP). pdf

[CI-37] N. Bouhlel, G. Ginolhac, E. Jolibois, A. Atto, « Multivariate statistical modeling for multitemporal SAR change detection using wavelet transforms »,8th International Workshop on the Analysis of Multitemporal Remote Sensing Images (MultiTemp), 2015, Annecy, France. pp.1-4, 2015. <10.1109/Multi-Temp.2015.7245810>. pdf

[CI-36] A. Combernoux, F. Pascal, G. Ginolhac et M. Lesturgie, « Asymptotic performance of the Low Rank Adaptive Normalized Matched Filter in a large dimensional regime ». Acoustics, Speech and Signal Processing (ICASSP), 2015 IEEE International Conference on, pp.2599 – 2603, 2015, <10.1109/ICASSP.2015.7178441>. pdf

[CI-35] A. Breloy, G. GinolhacF. Pascal and P. Forster, "Numerical Performances of Low Rank STAP Based on Different Heterogeneous Clutter Subspace Estimators", International Radar Conference 2014Lille, France. pdf

[CI-34] A. Combernoux, F. Pascal, G. Ginolhac and M. Lesturgie, "Performances of Low Rank Detectors Based on Random Matrix Theory with Application to STAP", International Radar Conference 2014Lille, France. pdf

[CI-33] A. Breloy, G. GinolhacF. Pascal and P. Forster, "CFAR Property and Robustness of the Low Rank Adaptive Normalized Matched Filters and Detectors in Low Rank Compound Gaussian Context". Sensor Array and Multichannel Signal Processing Workshop (SAM), 2014 IEEE 8th SAM. pdf

[CI-32] A. Breloy, G. GinolhacF. Pascal and P. Forster, "Robust estimation of the clutter subspace for a Low Rank heterogeneous noise under high Clutter to Noise Ratio assumption". Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on DOI: 10.1109/ICASSP.2014.6853559. pdf

[CI-31] M. Boizard, F. Brigui, G. GinolhacF. Pascal, P. Forster and H.B. Sun, "Multidimensional low-rank filter based on the AU-HOSVD for MIMO STAP". Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), 2013 IEEE 5th International Workshop on DOI: 10.1109/CAMSAP.2013.6714095. pdf

[CI-30] A. Combernoux, F. Pascal, G. Ginolhac and M. Lesturgie, "Random Matrix Theory Applied To Low Rank STAP Detection", European Signal Processing ConferenceEUSIPCO 2013, Marrakech, Morocco. pdf

[CI-29] A. Breloy, L. Le Magoarou, G. GinolhacF. Pascal and P. Forster, "Maximum Likelihood estimation of clutter subspace in nonhomogeneous noise context", European Signal Processing ConferenceEUSIPCO 2013, Marrakech, Morocco. pdf

[CI-28] M. Boizard, G. GinolhacF. Pascal, S. Miron and P. Forster, "Numerical Performance Of a Tensor Music Algorithm Based On HOSVD For a Mixture Of Polarized Sources", European Signal Processing ConferenceEUSIPCO 2013, Marrakech, Morocco. pdf

[CI-27] M. Boizard, G. GinolhacF. Pascal and P. Forster, "A New Tool for Multidimensional Low Rank Tensor STAP: the Cross-HOSVD", European Signal Processing ConferenceEUSIPCO 2012, Bucharest, Romania. pdf

[CI-26] G. GinolhacP. Forster, J.-P. Ovarlez, F. Pascal and G. Pailloux, "Exploiting Persymmetry For Low-Rank Space Time Adaptive Processing", European Signal Processing ConferenceEUSIPCO 2012, Bucharest, Romania. pdf

[CI-25] M. Boizard, G. GinolhacF. Pascal and P. Forster, "Low Rank Tensor STAP filter based on multilinear SVD", IEEE Sensor Array and Multichannel Signal ProcessingSAM 2012, June 2012, Hoboken, New Jersey, USA. pdf

[CI-24] A. Combernoux, G. Ginolhac and P. Forster, "Generalized Rectification in the L1-norm with Application to Robust Array Processing", European Signal Processing ConferenceEUSIPCO 2011, Barcelona, Spain. pdf

[CI-23] F. Brigui, G. GinolhacL. Thiron-Lef`evre and P. Forster, "New SAR Algorithm bases on Oblique Projection for Interference Rejection", European Signal Processing ConferenceEUSIPCO 2011, Barcelona, Spain. pdf

[CI-22] F. Brigui, L. Thiron-Lefèvre, G. Ginolhac and P. Forster, "Contribution of the Polarimetric Information in order to Discriminate Target from Interference Subspaces. Application to FOPEN Detection with SAR Processing", IEEE International Conference International Conference on Geoscience and Remote SensingIGARSS 201I, Vancouver, Canada. pdf

[CI-21] F. Brigui, G. GinolhacL. Thiron-Lefèvre and P. Forster, "Oblique Polarimetric SAR Processors based on Signal and Interference Subspace Models", IEEE International Conference on Geoscience and Remote SensingIGARSS 2010, Honolulu, Hawaii USA. pdf

[CI-20] F. Brigui, G. GinolhacL. Thiron-Lefèvre and P. Forster, "Orthogonal Polarimetric SAR Processors based on Signal and Interference Subspace Models", IEEE International Conference on Geoscience and Remote SensingIGARSS 2010, Honolulu, Hawaii USA. pdf

[CI-19] G. GinolhacP. Forster, "Performance Analysis of a Robust Low-Rank STAP Filter in LowRank Gaussian Clutter", IEEE International Conference on Acoustics, Speech and Signal ProcessingICASSP 2010, Dallas, USA. pdf

[CI-18] F. Brigui, G. GinolhacL. Thiron-Lefèvre and P. Forster, "New Polarimetric Signal and Interference Subspace Detectors for SAR Processors", International Radar Conference2009, Bordeaux France. pdf

[CI-17] F. Brigui, L. Thiron-Lef`evre, G. Ginolhac and P. Forster, "New Polarimetric Signal Subspace Detectors for SAR Processors", IEEE International Conference on Acoustics, Speech and Signal ProcessingICASSP 2009, pp. 2189-2192, Tapei Taiwan.

[CI-16] G. GinolhacP. Forster, J.P. Ovarlez, F. Pascal, "Spatio-Temporal Adaptive Detector In Non-Homogeneous And Low-Rank Clutter", IEEE International Conference on Acoustics, Speech and Signal ProcessingICASSP 2009, Taipei, Taiwan. pdf

[CI-15] F. Maussang, F. Daout, G. Ginolhac and F. Schmitt, "Multistatic Scenarios For a GPS SAR System", IEEE International Conference on Geoscience and Remote SensingIGARSS 2008, Boston, USA. pdf

[CI-14] F. Maussang, F. Daout, G. Ginolhac and F. Schmitt, "GPS ISAR Passive System Characterization using Point Spread Function", PASSIVE 08Hyères, France, October 14-17, 2008. pdf

[CI-13] R. Durand, G. GinolhacP. Forster and L. Thirion, "SAR Processor based on a CFAR Signal or Interference Subspace Detector Matched to Man Made Target Detection in a Forest". IEEE International Conference on Acoustics, Speech and Signal ProcessingICASSP 2007, Hawa¨ı, USA. pdf

[CI-12] R. Durand, L. Thirion, G. Ginolhac and P. Forster, "Implemetation and optimization of a SAR processor based on a subspace detector. Application to Man Made Target detection in a forest", SAS and SAR 2006, Lerici, Italy. pdf

[CI-11] R. Durand, G. GinolhacP. Forster and L. Thirion, "New SAR Processor based on a subspace detector", European Signal Processing ConferenceEUSIPCO 2006, Florence, Italy. pdf

[CI-10] R. Durand, G. GinolhacP. Forster and L. Thirion, "Detection of a target hidden in a forest: Performance of a SAR Processor based on a Subspace Detector", European Conference on Synthetic Aperture RadarEUSAR 2006, Dresden, Germany. pdf

[CI-9] R. Durand, L. Thirion, G. Ginolhac and P. Forster, "Man Made Target Detection in a Forest with a Subspace SAR Processor", IEEE International Conference on Geoscience and Remote SensingIGARSS 2006, Denver, Colorado, USA. pdf

[CI-8] G. GinolhacF. Daout and F. Schmitt, "Narrowband Multistatic ISAR Imagery System", IEEE International Conference on Geoscience and Remote SensingIGARSS 2005, July 2005, Seoul, South Korea. pdf

[CI-7] F. Daout, F. Schmitt, G. Ginolhac and P. Forster, "Computation of Bistatic SER with NEC2 in a Context of Passive ISAR System", IEEE International Conference on Geoscience and Remote SensingIGARSS 2005, July 2005, Seoul, South Korea. pdf

[CI-6] F. Daout, G. GinolhacF. Schmitt and M. Lesturgie, "Passive Bistatic Radar Imagery of Targets Modelled by NEC", International Radar Conference2005, Toulouse, France. pdf

[CI-5] G. GinolhacP. Gounon, S. Ioan and A. Hetet, "False alarm reduction for the buried mine detection", PSIP 2003January 2003, Grenoble, France.

[CI-4] N. Le Bihan and G. GinolhacSubspace methods on 3D arrays", PSIP 2001January 2001, Marseille, France. pdf

[CI-3] G. Ginolhac and G. Jourdain, "Detection in presence of reverberation", IEEE OCEANS 2000September 2000, Providence, U.S.A. pdf

[CI-2] G. Ginolhac and G. Jourdain, "Some results about the method Principal Component Inverse for the detection with reverberation", IEEE Underwater Acoustic Signal Processing Workshop 1999October 1999, Rhode Island, USA.

[CI-1] P. Pignot, B. Faure and G. GinolhacComparison between different inversion methods for Ocean Acoustic Tomography", IEEE OCEANS 1998September 1998, Nice, France.

National Conferences

[CN-30] Hugo Brehier, Arnaud Breloy, Chengfang Ren, Guillaume Ginolhac. " Robust wall clutter attenuation in through-wall radar imagery by Riemannian optimization" , GRETSI, XXIXth Colloque Francophone de Traitement du Signal et des Images, GRETSI, Aout 2023, Grenoble, France

[CN-29] Rémi BEISSON, Pascal Vallet, Guillaume Ginolhac, Audrey Giremus. " Change detection in K-rank Gaussian models applied to SAR imagery". GRETSI, XXIXth Colloque Francophone de Traitement du Signal et des Images, GRETSI, August 2023, Grenoble, France

[CN-28] Douba Jafuno, Ammar Mian, Guillaume Ginolhac, Nick Stelzenmuller. " Classification of buried objects by a second-order model using GPR data". GRETSI, XXIXth Colloque Francophone de Traitement du Signal et des Images, GRETSI, August 2023, Grenoble, France

[CN-27] Olivier Lerda, Ammar Mian, Guillaume Ginolhac, Jean-Philippe OVARLEZ. " Robust detection for a Mills cross sonar" , GRETSI, XXIXth Colloque Francophone de Traitement du Signal et des Images, GRETSI, Aout 2023, Grenoble, France

[CN-26] Rémi Beisson, Pascal Vallet, Audrey Giremus, Guillaume Ginolhac, Détection de changements dans les modèles gaussiens de rang 1, GRETSI, XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI, Sep 2022, Nancy, France

[CN-25] Phan Viet Hoa Vu, Frédéric Brigui, Arnaud Breloy, Yajing Yan, Guillaume Ginolhac, Nouvel Algorithme d'estimation de phases pour InSAR multi-temporelle basée sur le maximum de vraisemblance, GRETSI, XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI, Sep 2022, Nancy, France

[CN-24] Antoine Collas, Arnaud Breloy, Guillaume Ginolhac, Chengfang Ren, Jean-Philippe Ovarlez, Robust distance learning by Riemannian geometry, GRETSI, XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI, Sep 2022, Nancy, France

[CN-23] Hugo Brehier, Arnaud Breloy, Chengfang Ren, Israel Hinostroza, Guillaume Ginolhac, Robust PCA for through-the-wall Radar imaging, GRETSI, XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI, Sep 2022, Nancy, France

[CN-22] Matthieu Gallet, Ammar Mian, Guillaume Ginolhac, Nickolas Stelzenmuller, Nouvel algorithme d'inversion robuste pour le RADAR GPR, GRETSI, XXVIIIème Colloque Francophone de Traitement du Signal et des Images, GRETSI, Sep 2022, Nancy, France

[CN-21] F. Bouchard, A. Breloy, A. Renaux, G. GinolhacIntrinsic Cramér-Rao bound for the covariance matrix of complex elliptic distributions", GRETSI 2019, August 2019, Lille, FRANCE. pdf

[CN-20] A. Mian, A. Breloy, G. Ginolhac, J.P. Ovarlez, "Robust Low-Rank Change Detection for Time Series of SAR Images", GRETSI 2019, August 2019, Lille, FRANCE. pdf

[CN-19] A. Breloy, A. Renaux, G. Ginolhac, F. Bouchard, "Intrinsic Cramér-Rao bound for the covariance matrix of complex elliptic distributions", GRETSI 2017September 2017, Juan Les Pins, FRANCE. project

[CN-18] A. Mian, J.-P. Ovarlez, G. Ginolhac, A. Atto, "Change detection on monovariate SAR images by linear time-frequency analysis", GRETSI 2017September 2017, Juan Les Pins, FRANCE. pdf

[CN-17] Q. Hoarau, A. Breloy, G. GinolhacA. Atto and J.-M. Nicolas, "Regularized Tyler estimator in the underdetermined case. Application to the detection of buried objects", GRETSI 2017September 2017, Juan Les Pins, FRANCE. pdf

[CN-16] A. Combernoux, F. Pascal, G. Ginolhac and M. Lesturgie, "Adaptive low-rank filters: performance analysis in large dimensions", GRETSI 2015September 2015, Lyon, FRANCE. pdf

[CN-15] A. Breloy, G. GinolhacF. Pascal and P. Forster, "Robust Covariance Matrix Estimation in Low Rank Heterogeneous Context", GRETSI 2015September 2015, Lyon, FRANCE. pdf

[CN-14] A. Combernoux, F. Pascal, G. Ginolhac and M. Lesturgie, "Random Matrix Theory Applied to Low Rank STAP Detection", GRETSI 2013September 2013, Brest, FRANCE. pdf

[CN-13] A. Breloy, L. Le Magoarou, G. GinolhacF. Pascal and P. Forster, "Estimation par Maximum de Vraisemblance du sous espace clutter dans un bruit hétérogène rang faible avec application au STAP", GRETSI 2013September 2013, Brest, FRANCE. pdf

[CN-12] M. Boizard, G. GinolhacF. Pascal and P. Forster, "Une nouvelle d'ecomposition tensorielle orthogonale, l'Alternative Unfolding HOSVD. Application to Polarimetric STAP", GRETSI 2013September 2013, Brest, FRANCE. pdf

[CN-11] M. Boizard, G. GinolhacF. Pascal and P. Forster, "Développement de Filtres STAP Tensoriels Appliqués à des Données Multidimensionnelles", GRETSI 2011September 2011, Bordeaux, France. pdf

[CN-10] F. Brigui, G. GinolhacL. Thiron-Lefèvre and P. Forster, "Performance analysis of SAR imaging algorithms based on subspace models", GRETSI 2011September 2011, Bordeaux, France. pdf

[CN-9] F. Brigui, L. Thiron-Lefèvre, G. Ginolhac and P. Forster, "SAR processors based on subspace detectors", Journées Scientifiques d'URSI-France, Propagation et Télédétection2009, Paris France.

[CN-8] F. Brigui, L. Thiron-Lefèvre, G. Ginolhac and P. Forster, "SAR processors based on subspace detectors", GDR Ondes General Assembly2009, Paris France.

[CN-7] F. Maussang, F. Daout, G. Ginolhac and F. Schmitt, "Multistatic radar imaging using GPS opportunity transmitters", GRETSI 2007September 2007, Troyes, France. pdf

[CN-6] G. GinolhacF. Daout and F. Schmitt, "Imagerie d0mobile objects0aide d0etroite multistatique" radar, GRETSI 2005September 2005, Leuven, Belgium.

[CN-5] P. Forster and G. GinolhacA general'estimation efficace de paramètres multiples avec application en localisation", GRETSI 2005September 2005, Leuven, Belgium. pdf

[CN-4] R. Durand, G. GinolhacP. Forster, L. Thirion and M. Lesturgie, "Algorithme de Synthèse à Ouverture Basé sur un Détecteur à Sous Espace", GRETSI 2005September 2005, Leuven, Belgium. pdf

[CN-3] G. GinolhacP. Gounon and A. Hetet, "Application de l0algorithme Principal Component Inverse 3D pour la détection de mines enfouies", GRETSI 2003September 2003, Paris, France. pdf

[CN-2] G. Ginolhac and G. Jourdain, "Using time diversity for detection in the presence of reverberation", GRETSI 2001September 2001, Toulouse, France. pdf

[CN-1] G. Ginolhac and G. Jourdain, "Some results concerning the PCI method for detection in the presence of reverberation", GRETSI 1999September 1999, Vannes, France. pdf