Three-mode data set analysis using higher order subspace method: application to sonar and seismo-acoustic signal processing. - Nicolas Le Bihan; Guillaume Ginolhac (Signal Process., 2004)

Computation of bistatic RCS with NEC2 in a context of passive ISAR system. - Franck Daout; Françoise Schmitt; Guillaume Ginolhac (IGARSS, 2005)

New SAR processor based on a subspace detector. - Rémi Durand; Guillaume Ginolhac; Philippe Forster; Laetitia Thirion (EUSIPCO, 2006)

Man Made Target Detection in a Forest with a Subspace Detector SAR Processor. - Rémi Durand; Laetitia Thirion; Guillaume Ginolhac; Philippe Forster (IGARSS, 2006)

SAR Processor based on a CFAR Signal or Interference Subspace Detector Matched to Man Made Target Detection in a Forest. - Rémi Durand; Guillaume Ginolhac; Laetitia Thirion; Philippe Forster (ICASSP (2), 2007)

Multistatic Scenarios for a GPS SAR System. - Frédéric Maussang; Franck Daout; Guillaume Ginolhac; Françoise Schmitt (IGARSS (3), 2008)

New polarimetric signal subspace detectors for SAR processors. - Frédéric Brigui; Laetitia Thirion-Lefevre; Guillaume Ginolhac; Philippe Forster (ICASSP, 2009)

Spatio-temporal adaptive detector in non-homogeneous and low-rank clutter. - Guillaume Ginolhac; Philippe Forster; Jean Philippe Ovarlez; Frédéric Pascal 001 (ICASSP, 2009)

A procedure for efficient estimation of multiple parameters in some nonlinear cases. - Guillaume Ginolhac; Philippe Forster (Signal Process., 2009)

Performance analysis of a Robust Low-Rank STAP filter in low-rank Gaussian clutter. - Guillaume Ginolhac; Philippe Forster (ICASSP, 2010)

Orthogonal polarimetric SAR processor based on signal and interference subspace models. - Frédéric Brigui; Laetitia Thirion-Lefevre; Guillaume Ginolhac; Philippe Forster (IGARSS, 2010)

Oblique polarimetric SAR processor based on signal and interference subspace models. - Frédéric Brigui; Laetitia Thirion-Lefevre; Guillaume Ginolhac; Philippe Forster (IGARSS, 2010)

Multifrequency and Multistatic Inverse Synthetic Aperture Radar, with Application to FM Passive Radar. - Guillaume Ginolhac; Françoise Schmitt; Franck Daout; Philippe Forster (EURASIP J. Adv. Signal Process., 2010)

Performances of polarimetric subspace SAR processors for target detection and interference rejection. - Frédéric Brigui; Guillaume Ginolhac; Laetitia Thirion-Lefevre; Philippe Forster (EUSIPCO, 2011)

Generalized rectification in the L1-norm with application to robust array processing. - Alice Combernoux; Guillaume Ginolhac; Philippe Forster (EUSIPCO, 2011)

Contribution of the polarimetric information in order to discriminate target from interference subspaces. Application to FoPen detection with SAR processing. - Frédéric Brigui; Laetitia Thirion-Lefevre; Guillaume Ginolhac; Philippe Forster (IGARSS, 2011)

Back Projection Version of Subspace Detector SAR Processors. - Rémi Durand; Guillaume Ginolhac; Laetitia Thirion-Lefevre; Philippe Forster (IEEE Trans. Aerosp. Electron. Syst., 2011)

STAP à rang réduit, robuste et persymétrique. - Guillaume Ginolhac; Philippe Forster; Jean Philippe Ovarlez; Frédéric Pascal 001 (Traitement du Signal, 2011)

Traitement STAP et modélisation SIRV : robustesse et persymétrie. - Jean Philippe Ovarlez; Frédéric Pascal 001; Philippe Forster; Guillaume Ginolhac; Mélanie Mahot (Traitement du Signal, 2011)

A new tool for multidimensional low-rank STAP filter: Cross HOSVDs. - Maxime Boizard; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (EUSIPCO, 2012)

Low Rank Tensor STAP filter based on multilinear SVD. - Maxime Boizard; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (SAM, 2012)

Multistatic and Multiple Frequency Imaging Resolution Analysis¿Application to GPS-Based Multistatic Radar. - Franck Daout; Françoise Schmitt; Guillaume Ginolhac; Philippe Fargette (IEEE Trans. Aerosp. Electron. Syst., 2012)

Derivation of the Bias of the Normalized Sample Covariance Matrix in a Heterogeneous Noise With Application to Low Rank STAP Filter. - Guillaume Ginolhac; Philippe Forster; Frédéric Pascal 001; Jean Philippe Ovarlez (IEEE Trans. Signal Process., 2012)

Multidimensional low-rank filter based on the AU-HOSVD for MIMO STAP. - Maxime Boizard; Frédéric Brigui; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster; Hong-Bo Sun (CAMSAP, 2013)

Numerical performance of a tensor MUSIC algorithm based on HOSVD for a mixture of polarized sources. - Maxime Boizard; Guillaume Ginolhac; Frédéric Pascal 001; Sebastian Miron; Philippe Forster (EUSIPCO, 2013)

Maximum likelihood estimation of clutter subspace in non homogeneous noise context. - Arnaud Breloy; Luc Le Magoarou; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (EUSIPCO, 2013)

Random matrix theory applied to low rank stap detection. - Alice Combernoux; Frédéric Pascal 001; Guillaume Ginolhac; Marc Lesturgie (EUSIPCO, 2013)

Performance of Two Low-Rank STAP Filters in a Heterogeneous Noise. - Guillaume Ginolhac; Philippe Forster; Frédéric Pascal 001; Jean Philippe Ovarlez (IEEE Trans. Signal Process., 2013)

Robust estimation of the clutter subspace for a Low Rank heterogeneous noise under high Clutter to Noise Ratio assumption. - Arnaud Breloy; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (ICASSP, 2014)

CFAR property and robustness of the lowrank adaptive normalized matched filters detectors in low rank compound gaussian context. - Arnaud Breloy; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (SAM, 2014)

Low-rank filter and detector for multidimensional data based on an alternative unfolding HOSVD: application to polarimetric STAP. - Maxime Boizard; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (EURASIP J. Adv. Signal Process., 2014)

Exploiting persymmetry for low-rank Space Time Adaptive Processing. - Guillaume Ginolhac; Philippe Forster; Frédéric Pascal 001; Jean Philippe Ovarlez (Signal Process., 2014)

New SAR target imaging algorithm based on oblique projection for clutter reduction. - Frédéric Brigui; Guillaume Ginolhac; Laetitia Thirion-Lefevre; Philippe Forster (IEEE Trans. Aerosp. Electron. Syst., 2014)

New SAR Algorithm Based on Orthogonal Projections for MMT Detection and Interference Reduction. - Frédéric Brigui; Laetitia Thirion-Lefevre; Guillaume Ginolhac; Philippe Forster (IEEE Trans. Geosci. Remote. Sens., 2014)

Asymptotic performance of the Low Rank Adaptive Normalized Matched Filter in a large dimensional regime. - Alice Combernoux; Frédéric Pascal 001; Guillaume Ginolhac; Marc Lesturgie (ICASSP, 2015)

Multivariate statistical modeling for multi-temporal SAR change detection using wavelet transforms. - Nizar Bouhlel; Guillaume Ginolhac; Eric Jolibois; Abdourrahmane M. Atto (MultiTemp, 2015)

Clutter Subspace Estimation in Low Rank Heterogeneous Noise Context. - Arnaud Breloy; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (IEEE Trans. Signal Process., 2015)

Robust rank constrained kronecker covariance matrix estimation. - Arnaud Breloy; Ying Sun 003; Prabhu Babu; Guillaume Ginolhac; Daniel Pérez Palomar (ACSSC, 2016)

Robust adaptive detection of buried pipes using GPR. - Q. Hoarau; Guillaume Ginolhac; Abdourrahmane M. Atto; Jean-Marie Nicolas 002; Jean Philippe Ovarlez (EUSIPCO, 2016)

A robust signal subspace estimator. - Arnaud Breloy; Ying Sun 003; Prabhu Babu; Guillaume Ginolhac; Daniel Pérez Palomar; Frédéric Pascal 001 (SSP, 2016)

Derivation of the theoretical performance of a Tensor MUSIC algorithm. - Philippe Forster; Guillaume Ginolhac; Maxime Boizard (Signal Process., 2016)

Approximate distribution of the low-rank adaptive normalized matched filter test statistic under the null hypothesis. - Guillaume Ginolhac; Philippe Forster (IEEE Trans. Aerosp. Electron. Syst., 2016)

Robust Covariance Matrix Estimation in Heterogeneous Low Rank Context. - Arnaud Breloy; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (IEEE Trans. Signal Process., 2016)

Low-Complexity Algorithms for Low Rank Clutter Parameters Estimation in Radar Systems. - Ying Sun 003; Arnaud Breloy; Prabhu Babu; Daniel P. Palomar; Frédéric Pascal 001; Guillaume Ginolhac (IEEE Trans. Signal Process., 2016)

Multivariate change detection on high resolution monovariate SAR image using linear time-frequency analysis. - Ammar Mian; Jean Philippe Ovarlez; Guillaume Ginolhac; Abdourrahmane M. Atto (EUSIPCO, 2017)

A subspace approach for shrinkage parameter selection in undersampled configuration for Regularised Tyler Estimators. - Q. Hoarau; Arnaud Breloy; Guillaume Ginolhac; Abdourrahmane M. Atto; Jean-Marie Nicolas 002 (ICASSP, 2017)

Multivariate Linear Time-Frequency modeling and adaptive robust target detection in highly textured monovariate SAR image. - Jean Philippe Ovarlez; Guillaume Ginolhac; Abdourrahmane M. Atto (ICASSP, 2017)

Robust adaptive detection of buried pipes using GPR. - Q. Hoarau; Guillaume Ginolhac; Abdourrahmane M. Atto; Jean-Marie Nicolas 002 (Signal Process., 2017)

Detection of Swerling III-IV rank-one signals in Gaussian noise with unknown statistics. - Eric Chaumette; François Vincent; Guillaume Ginolhac (ACSSC, 2018)

Robust Detection and Estimation of Change-Points in a Time Series of Multivariate Images. - Ammar Mian; Jean Philippe Ovarlez; Guillaume Ginolhac; Abdourrahmane M. Atto (EUSIPCO, 2018)

A Robust Change Detector for Highly Heterogeneous Multivariate Images. - Ammar Mian; Jean Philippe Ovarlez; Guillaume Ginolhac; Abdourrahmane M. Atto (ICASSP, 2018)

New Low-Rank Filters for MIMO-STAP Based on an Orthogonal Tensorial Decomposition. - Frédéric Brigui; Maxime Boizard; Guillaume Ginolhac; Frédéric Pascal 001 (IEEE Trans. Aerosp. Electron. Syst., 2018)

Performance Analysis of a Low-Rank Detector Under Training Data Contamination. - Pascal Vallet; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (CAMSAP, 2019)

Designing Sar Images Change-point Estimation Strategies Using an Mse Lower Bound. - Ammar Mian; Lucien Bacharach; Guillaume Ginolhac; Alexandre Renaux; Mohammed Nabil El Korso; Jean Philippe Ovarlez (ICASSP, 2019)

An Improved Low Rank Detector in the High Dimensional Regime. - Pascal Vallet; Guillaume Ginolhac; Frédéric Pascal 001; Philippe Forster (ICASSP, 2019)

Random Matrix Improved Covariance Estimation for a Large Class of Metrics. - Malik Tiomoko; Romain Couillet; Florent Bouchard; Guillaume Ginolhac (ICML, 2019)

Robust Low-Rank Change Detection for Sar Image Time Series. - Ammar Mian; Arnaud Breloy; Guillaume Ginolhac; Jean Philippe Ovarlez (IGARSS, 2019)

Intrinsic Cramér-Rao Bounds for Scatter and Shape Matrices Estimation in CES Distributions. - Arnaud Breloy; Guillaume Ginolhac; Alexandre Renaux; Florent Bouchard (IEEE Signal Process. Lett., 2019)

Performance of the Low-Rank Adaptive Normalized Matched Filter Test Under a Large Dimension Regime. - Alice Combernoux; Frédéric Pascal 001; Guillaume Ginolhac (IEEE Trans. Aerosp. Electron. Syst., 2019)

Theoretical Performance of Low Rank Adaptive Filters in the Large Dimensional Regime. - Alice Combernoux; Frédéric Pascal 001; Guillaume Ginolhac; Marc Lesturgie (IEEE Trans. Aerosp. Electron. Syst., 2019)

Design of New Wavelet Packets Adapted to High-Resolution SAR Images With an Application to Target Detection. - Ammar Mian; Jean Philippe Ovarlez; Abdourrahmane Mahamane Atto; Guillaume Ginolhac (IEEE Trans. Geosci. Remote. Sens., 2019)

New Robust Statistics for Change Detection in Time Series of Multivariate SAR Images. - Ammar Mian; Guillaume Ginolhac; Jean Philippe Ovarlez; Abdourrahmane Mahamane Atto (IEEE Trans. Signal Process., 2019)

A Riemannian approach to blind separation of t-distributed sources. - Florent Bouchard; Arnaud Breloy; Guillaume Ginolhac; Alexandre Renaux (EUSIPCO, 2020)

Riemannian Framework for Robust Covariance Matrix Estimation in Spiked Models. - Florent Bouchard; Arnaud Breloy; Guillaume Ginolhac; Frédéric Pascal 001 (ICASSP, 2020)

Riemannian Geometry and Cramér-rao Bound for Blind Separation of Gaussian Sources. - Florent Bouchard; Arnaud Breloy; Alexandre Renaux; Guillaume Ginolhac (ICASSP, 2020)

Riemannian geometry for compound Gaussian distributions: Application to recursive change detection. - Florent Bouchard; Ammar Mian; Jialun Zhou; Salem Said; Guillaume Ginolhac; Yannick Berthoumieu (Signal Process., 2020)

Robust Low-Rank Change Detection for Multivariate SAR Image Time Series. - Ammar Mian; Antoine Collas; Arnaud Breloy; Guillaume Ginolhac; Jean Philippe Ovarlez (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020)

On-line Kronecker Product Structured Covariance Estimation with Riemannian geometry for t-distributed data. - Florent Bouchard; Arnaud Breloy; Ammar Mian; Guillaume Ginolhac (EUSIPCO, 2021)

A Tyler-Type Estimator of Location and Scatter Leveraging Riemannian Optimization. - Antoine Collas; Florent Bouchard; Arnaud Breloy; Chenfang Ren; Guillaume Ginolhac; Jean Philippe Ovarlez (ICASSP, 2021)

Change Detection in The Covariance Structure of High-Dimensional Gaussian Low-Rank Models. - Rémi Beisson; Pascal Vallet; Audrey Giremus; Guillaume Ginolhac (SSP, 2021)

On Change Detection for Polsar Image Time Series: A New Clustering Approach. - Violeta Roizman; Guillaume Ginolhac; Matthieu Jonckheere; Frédéric Pascal 001 (SSP, 2021)

MIMO filters based on robust rank-constrained Kronecker covariance matrix estimation. - Arnaud Breloy; Guillaume Ginolhac; Yongchan Gao; Frédéric Pascal 001 (Signal Process., 2021)

Robust mean and covariance matrix estimation under heterogeneous mixed-effects model with missing values. - Alexandre Hippert-Ferrer; Mohammed Nabil El Korso; Arnaud Breloy; Guillaume Ginolhac (Signal Process., 2021)

A Riemannian Framework for Low-Rank Structured Elliptical Models. - Florent Bouchard; Arnaud Breloy; Guillaume Ginolhac; Alexandre Renaux; Frédéric Pascal 001 (IEEE Trans. Signal Process., 2021)

Probabilistic PCA From Heteroscedastic Signals: Geometric Framework and Application to Clustering. - Antoine Collas; Florent Bouchard; Arnaud Breloy; Guillaume Ginolhac; Chengfang Ren; Jean Philippe Ovarlez (IEEE Trans. Signal Process., 2021)

Robust PCA for Through-the-Wall Radar Imaging. - Hugo Brehier; Arnaud Breloy; Chengfang Ren; Israel Hinostroza 001; Guillaume Ginolhac (EUSIPCO, 2022)

Robust Geometric Metric Learning. - Antoine Collas; Arnaud Breloy; Guillaume Ginolhac; Chengfang Ren; Jean Philippe Ovarlez (EUSIPCO, 2022)

On the Use of Geodesic Triangles between Gaussian Distributions for Classification Problems. - Antoine Collas; Florent Bouchard; Guillaume Ginolhac; Arnaud Breloy; Chengfang Ren; Jean Philippe Ovarlez (ICASSP, 2022)

Classification of GPR Signals Via Covariance Pooling on CNN Features Within a Riemannian Framework. - Matthieu Gallet; Ammar Mian; Guillaume Ginolhac; Nickolas Stelzenmuller (IGARSS, 2022)

A New Phase Linking Algorithm for Multi-temporal InSAR based on the Maximum Likelihood Estimator. - Phan Viet Hoa Vu; Frédéric Brigui; Arnaud Breloy; Yajing Yan; Guillaume Ginolhac (IGARSS, 2022)

Robust low-rank covariance matrix estimation with a general pattern of missing values. - Alexandre Hippert-Ferrer; Mohammed Nabil El Korso; Arnaud Breloy; Guillaume Ginolhac (Signal Process., 2022)

Covariance fitting based InSAR Phase Linking. - Phan Viet Hoa Vu; Arnaud Breloy; Frédéric Brigui; Yajing Yan; Guillaume Ginolhac (IGARSS, 2023)

The Fisher-Rao geometry of CES distributions. - Florent Bouchard; Arnaud Breloy; Antoine Collas; Alexandre Renaux; Guillaume Ginolhac (CoRR, 2023)

Natural Bayesian Cramér-Rao Bound with an Application to Covariance Estimation. - Florent Bouchard; Alexandre Renaux; Guillaume Ginolhac; Arnaud Breloy (CoRR, 2023)

New Robust Sparse Convolutional Coding Inversion Algorithm for Ground Penetrating Radar Images. - Matthieu Gallet; Ammar Mian; Guillaume Ginolhac; Esa Ollila; Nickolas Stelzenmuller (IEEE Trans. Geosci. Remote. Sens., 2023)

Robust Phase Linking in InSAR. - Phan Viet Hoa Vu; Arnaud Breloy; Frédéric Brigui; Yajing Yan; Guillaume Ginolhac (IEEE Trans. Geosci. Remote. Sens., 2023)

Riemannian Optimization for Non-Centered Mixture of Scaled Gaussian Distributions. - Antoine Collas; Arnaud Breloy; Chengfang Ren; Guillaume Ginolhac; Jean Philippe Ovarlez (IEEE Trans. Signal Process., 2023)

Deep Unrolling of Robust PCA and Convolutional Sparse Coding for Stationary Target Localization in Through Wall Radar Imaging. - Hugo Brehier; Arnaud Breloy; Chengfang Ren; Guillaume Ginolhac (EUSIPCO, 2024)

Through-The-Wall Radar Imaging With Wall Clutter Removal Via Riemannian Optimization On The Fixed-Rank Manifold. - Hugo Brehier; Arnaud Breloy; Chengfang Ren; Guillaume Ginolhac (ICASSP, 2024)

Random matrix theory improved Fréchet mean of symmetric positive definite matrices. - Florent Bouchard; Ammar Mian; Malik Tiomoko; Guillaume Ginolhac; Frédéric Pascal 001 (ICML, 2024)

Sequential Phase Linking : Progressive Integration of SAR Images for Operational Phase Estimation. - Dana El Hajjar; Yajing Yan; Guillaume Ginolhac; Mohammed Nabil El Korso (IGARSS, 2024)

Buried Object Classification from GPR Data by using Second Order Deep Learning Models. - Douba Jafuno; Ammar Mian; Guillaume Ginolhac; Nickolas Stelzenmuller (IGARSS, 2024)

Online change detection in SAR time-series with Kronecker product structured scaled Gaussian models. - Ammar Mian; Guillaume Ginolhac; Florent Bouchard; Arnaud Breloy (Signal Process., 2024)

A New Statistic for Testing Covariance Equality in High-Dimensional Gaussian Low-Rank Models. - Rémi Beisson; Pascal Vallet; Audrey Giremus; Guillaume Ginolhac (IEEE Trans. Signal Process., 2024)

Through the Wall Radar Imaging via Kronecker-structured Huber-type RPCA. - Hugo Brehier; Arnaud Breloy; Chengfang Ren; Guillaume Ginolhac (Signal Process., 2024)

Intrinsic Bayesian Cramér-Rao Bound With an Application to Covariance Matrix Estimation. - Florent Bouchard; Alexandre Renaux; Guillaume Ginolhac; Arnaud Breloy (IEEE Trans. Inf. Theory, 2024)

Robust Sequential Phase Estimation Using Multi-Temporal SAR Image Series. - Dana El Hajjar; Guillaume Ginolhac; Yajing Yan; Mohammed Nabil El Korso (IEEE Signal Process. Lett., 2025)

Classification of Buried Objects From Ground Penetrating Radar Images by Using Second-Order Deep Learning Models. - Douba Jafuno; Ammar Mian; Guillaume Ginolhac; Nickolas Stelzenmuller (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2025)

Sequential Covariance Fitting for InSAR Phase Linking. - Dana El Hajjar; Guillaume Ginolhac; Yajing Yan; Mohammed Nabil El Korso (IEEE Trans. Geosci. Remote. Sens., 2025)

Covariance Fitting Interferometric Phase Linking: Modular Framework and Optimization Algorithms. - Phan Viet Hoa Vu; Arnaud Breloy; Frédéric Brigui; Yajing Yan; Guillaume Ginolhac (IEEE Trans. Geosci. Remote. Sens., 2025)