Guillaume Ginolhac

Orcid: 0000-0001-9318-028X

According to our database1, Guillaume Ginolhac authored at least 89 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

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Bibliography

2024
Through the Wall Radar Imaging via Kronecker-structured Huber-type RPCA.
Signal Process., January, 2024

A New Statistic for Testing Covariance Equality in High-Dimensional Gaussian Low-Rank Models.
IEEE Trans. Signal Process., 2024

2023
Riemannian Optimization for Non-Centered Mixture of Scaled Gaussian Distributions.
IEEE Trans. Signal Process., 2023

Robust Phase Linking in InSAR.
IEEE Trans. Geosci. Remote. Sens., 2023

New Robust Sparse Convolutional Coding Inversion Algorithm for Ground Penetrating Radar Images.
IEEE Trans. Geosci. Remote. Sens., 2023

Natural Bayesian Cramér-Rao Bound with an Application to Covariance Estimation.
CoRR, 2023

The Fisher-Rao geometry of CES distributions.
CoRR, 2023

Covariance fitting based InSAR Phase Linking.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022
Robust low-rank covariance matrix estimation with a general pattern of missing values.
Signal Process., 2022

A New Phase Linking Algorithm for Multi-temporal InSAR based on the Maximum Likelihood Estimator.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

Classification of GPR Signals Via Covariance Pooling on CNN Features Within a Riemannian Framework.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

On the Use of Geodesic Triangles between Gaussian Distributions for Classification Problems.
Proceedings of the IEEE International Conference on Acoustics, 2022

Robust Geometric Metric Learning.
Proceedings of the 30th European Signal Processing Conference, 2022

Robust PCA for Through-the-Wall Radar Imaging.
Proceedings of the 30th European Signal Processing Conference, 2022

2021
Probabilistic PCA From Heteroscedastic Signals: Geometric Framework and Application to Clustering.
IEEE Trans. Signal Process., 2021

A Riemannian Framework for Low-Rank Structured Elliptical Models.
IEEE Trans. Signal Process., 2021

Robust mean and covariance matrix estimation under heterogeneous mixed-effects model with missing values.
Signal Process., 2021

MIMO filters based on robust rank-constrained Kronecker covariance matrix estimation.
Signal Process., 2021

On Change Detection for Polsar Image Time Series: A New Clustering Approach.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2021

Change Detection in The Covariance Structure of High-Dimensional Gaussian Low-Rank Models.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2021

A Tyler-Type Estimator of Location and Scatter Leveraging Riemannian Optimization.
Proceedings of the IEEE International Conference on Acoustics, 2021

On-line Kronecker Product Structured Covariance Estimation with Riemannian geometry for t-distributed data.
Proceedings of the 29th European Signal Processing Conference, 2021

2020
Robust Low-Rank Change Detection for Multivariate SAR Image Time Series.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

Riemannian geometry for compound Gaussian distributions: Application to recursive change detection.
Signal Process., 2020

Riemannian Geometry and Cramér-rao Bound for Blind Separation of Gaussian Sources.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

Riemannian Framework for Robust Covariance Matrix Estimation in Spiked Models.
Proceedings of the 2020 IEEE International Conference on Acoustics, 2020

A Riemannian approach to blind separation of t-distributed sources.
Proceedings of the 28th European Signal Processing Conference, 2020

2019
New Robust Statistics for Change Detection in Time Series of Multivariate SAR Images.
IEEE Trans. Signal Process., 2019

Design of New Wavelet Packets Adapted to High-Resolution SAR Images With an Application to Target Detection.
IEEE Trans. Geosci. Remote. Sens., 2019

Theoretical Performance of Low Rank Adaptive Filters in the Large Dimensional Regime.
IEEE Trans. Aerosp. Electron. Syst., 2019

Performance of the Low-Rank Adaptive Normalized Matched Filter Test Under a Large Dimension Regime.
IEEE Trans. Aerosp. Electron. Syst., 2019

Intrinsic Cramér-Rao Bounds for Scatter and Shape Matrices Estimation in CES Distributions.
IEEE Signal Process. Lett., 2019

Robust Low-Rank Change Detection for Sar Image Time Series.
Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Random Matrix Improved Covariance Estimation for a Large Class of Metrics.
Proceedings of the 36th International Conference on Machine Learning, 2019

An Improved Low Rank Detector in the High Dimensional Regime.
Proceedings of the IEEE International Conference on Acoustics, 2019

Designing Sar Images Change-point Estimation Strategies Using an Mse Lower Bound.
Proceedings of the IEEE International Conference on Acoustics, 2019

Performance Analysis of a Low-Rank Detector Under Training Data Contamination.
Proceedings of the 8th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2019

2018
New Low-Rank Filters for MIMO-STAP Based on an Orthogonal Tensorial Decomposition.
IEEE Trans. Aerosp. Electron. Syst., 2018

A Robust Change Detector for Highly Heterogeneous Multivariate Images.
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018

Robust Detection and Estimation of Change-Points in a Time Series of Multivariate Images.
Proceedings of the 26th European Signal Processing Conference, 2018

Detection of Swerling III-IV rank-one signals in Gaussian noise with unknown statistics.
Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

2017
Robust adaptive detection of buried pipes using GPR.
Signal Process., 2017

Multivariate Linear Time-Frequency modeling and adaptive robust target detection in highly textured monovariate SAR image.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

A subspace approach for shrinkage parameter selection in undersampled configuration for Regularised Tyler Estimators.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

Multivariate change detection on high resolution monovariate SAR image using linear time-frequency analysis.
Proceedings of the 25th European Signal Processing Conference, 2017

2016
Low-Complexity Algorithms for Low Rank Clutter Parameters Estimation in Radar Systems.
IEEE Trans. Signal Process., 2016

Robust Covariance Matrix Estimation in Heterogeneous Low Rank Context.
IEEE Trans. Signal Process., 2016

Approximate distribution of the low-rank adaptive normalized matched filter test statistic under the null hypothesis.
IEEE Trans. Aerosp. Electron. Syst., 2016

Derivation of the theoretical performance of a Tensor MUSIC algorithm.
Signal Process., 2016

A robust signal subspace estimator.
Proceedings of the IEEE Statistical Signal Processing Workshop, 2016

Robust adaptive detection of buried pipes using GPR.
Proceedings of the 24th European Signal Processing Conference, 2016

Robust rank constrained kronecker covariance matrix estimation.
Proceedings of the 50th Asilomar Conference on Signals, Systems and Computers, 2016

2015
Clutter Subspace Estimation in Low Rank Heterogeneous Noise Context.
IEEE Trans. Signal Process., 2015

Multivariate statistical modeling for multi-temporal SAR change detection using wavelet transforms.
Proceedings of the 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images, 2015

Asymptotic performance of the Low Rank Adaptive Normalized Matched Filter in a large dimensional regime.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015

2014
New SAR Algorithm Based on Orthogonal Projections for MMT Detection and Interference Reduction.
IEEE Trans. Geosci. Remote. Sens., 2014

New SAR target imaging algorithm based on oblique projection for clutter reduction.
IEEE Trans. Aerosp. Electron. Syst., 2014

Exploiting persymmetry for low-rank Space Time Adaptive Processing.
Signal Process., 2014

Low-rank filter and detector for multidimensional data based on an alternative unfolding HOSVD: application to polarimetric STAP.
EURASIP J. Adv. Signal Process., 2014

CFAR property and robustness of the lowrank adaptive normalized matched filters detectors in low rank compound gaussian context.
Proceedings of the IEEE 8th Sensor Array and Multichannel Signal Processing Workshop, 2014

Robust estimation of the clutter subspace for a Low Rank heterogeneous noise under high Clutter to Noise Ratio assumption.
Proceedings of the IEEE International Conference on Acoustics, 2014

2013
Performance of Two Low-Rank STAP Filters in a Heterogeneous Noise.
IEEE Trans. Signal Process., 2013

Random matrix theory applied to low rank stap detection.
Proceedings of the 21st European Signal Processing Conference, 2013

Maximum likelihood estimation of clutter subspace in non homogeneous noise context.
Proceedings of the 21st European Signal Processing Conference, 2013

Numerical performance of a tensor MUSIC algorithm based on HOSVD for a mixture of polarized sources.
Proceedings of the 21st European Signal Processing Conference, 2013

Multidimensional low-rank filter based on the AU-HOSVD for MIMO STAP.
Proceedings of the 5th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2013

2012
Derivation of the Bias of the Normalized Sample Covariance Matrix in a Heterogeneous Noise With Application to Low Rank STAP Filter.
IEEE Trans. Signal Process., 2012

Multistatic and Multiple Frequency Imaging Resolution Analysis¿Application to GPS-Based Multistatic Radar.
IEEE Trans. Aerosp. Electron. Syst., 2012

Low Rank Tensor STAP filter based on multilinear SVD.
Proceedings of the IEEE 7th Sensor Array and Multichannel Signal Processing Workshop, 2012

A new tool for multidimensional low-rank STAP filter: Cross HOSVDs.
Proceedings of the 20th European Signal Processing Conference, 2012

2011
Traitement STAP et modélisation SIRV : robustesse et persymétrie.
Traitement du Signal, 2011

STAP à rang réduit, robuste et persymétrique.
Traitement du Signal, 2011

Back Projection Version of Subspace Detector SAR Processors.
IEEE Trans. Aerosp. Electron. Syst., 2011

Contribution of the polarimetric information in order to discriminate target from interference subspaces. Application to FoPen detection with SAR processing.
Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Generalized rectification in the L1-norm with application to robust array processing.
Proceedings of the 19th European Signal Processing Conference, 2011

Performances of polarimetric subspace SAR processors for target detection and interference rejection.
Proceedings of the 19th European Signal Processing Conference, 2011

2010
Multifrequency and Multistatic Inverse Synthetic Aperture Radar, with Application to FM Passive Radar.
EURASIP J. Adv. Signal Process., 2010

Oblique polarimetric SAR processor based on signal and interference subspace models.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Orthogonal polarimetric SAR processor based on signal and interference subspace models.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

Performance analysis of a Robust Low-Rank STAP filter in low-rank Gaussian clutter.
Proceedings of the IEEE International Conference on Acoustics, 2010

2009
A procedure for efficient estimation of multiple parameters in some nonlinear cases.
Signal Process., 2009

Spatio-temporal adaptive detector in non-homogeneous and low-rank clutter.
Proceedings of the IEEE International Conference on Acoustics, 2009

New polarimetric signal subspace detectors for SAR processors.
Proceedings of the IEEE International Conference on Acoustics, 2009

2008
Multistatic Scenarios for a GPS SAR System.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

2007
SAR Processor based on a CFAR Signal or Interference Subspace Detector Matched to Man Made Target Detection in a Forest.
Proceedings of the IEEE International Conference on Acoustics, 2007

2006
Man Made Target Detection in a Forest with a Subspace Detector SAR Processor.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2006

New SAR processor based on a subspace detector.
Proceedings of the 14th European Signal Processing Conference, 2006

2005
Computation of bistatic RCS with NEC2 in a context of passive ISAR system.
Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2005

2004
Three-mode data set analysis using higher order subspace method: application to sonar and seismo-acoustic signal processing.
Signal Process., 2004


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