Max Muzeau, Chengfang Ren, Sebastien Angelliaume, Mihai Datcu, Jean-Philippe Ovarlez. Self-Supervised Learning Based Anomaly Detection in Synthetic Aperture Radar Imaging, 2022-12-15. (https://hal.science/hal-03975492)
José Agustín Barrachina, Chengfang Ren, Christèle Morisseau, Gilles Vieillard, Jean-Philippe Ovarlez. Comparison Between Equivalent Architectures of Complex-valued and Real-valued Neural Networks - Application on Polarimetric SAR Image Segmentation, 2022-07-28. (https://hal.science/hal-03771786)
Antoine Collas, Florent Bouchard, Arnaud Breloy, Guillaume Ginolhac, Chengfang Ren, Jean-Philippe Ovarlez. Probabilistic PCA From Heteroscedastic Signals: Geometric Framework and Application to Clustering, 2021-11-26. (https://hal.univ-grenoble-alpes.fr/hal-03521278)
Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, Philippe Forster. Matched and Mismatched Estimation of Kronecker Product of Linearly Structured Scatter Matrices Under Elliptical Distributions, 2021. (https://hal.science/hal-03953262)
Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, Philippe Forster. Matched and Mismatched Estimation of Kronecker Product of Linearly Structured Scatter Matrices under Elliptical Distributions, 2021. (https://hal.science/hal-03039552)
Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Robust Estimation of Structured Scatter Matrices in (Mis)matched Models, 2019-12. (https://hal.science/hal-02165848)
Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Asymptotic Performance of Complex M-estimators for Multivariate Location and Scatter Estimation, 2019-02. (https://hal.science/hal-01968961)
Steeve Zozor, Chengfang Ren, Alexandre Renaux. On the Maximum Likelihood Estimator Statistics for Unimodal Elliptical Distributions in the High Signal-to-Noise Ratio Regime, 2018-06. (https://hal.science/hal-01798888)
Saloua Chlaily, Chengfang Ren, Pierre-Olivier Amblard, Olivier J.J. Michel, Pierre Comon, Christian Jutten. Information-Estimation relationship in mismatched Gaussian channels, 2017-05. (https://hal.science/hal-01493481)
Max Muzeau, Chengfang Ren, Sébastien Angelliaume, Mihai Datcu, Jean-Philippe Ovarlez. Détection d'anomalies en SAR basée sur les réseaux génératifs, 2022-09-05. (https://hal.science/hal-03830331)
José Agustin Barrachina, Chengfang Ren, Christèle Morisseau, Gilles Vieillard, Jean-Phillipe Ovarlez. Merits of Complex-Valued Neural Networks for PolSAR image segmentation, 2022-09-05. (https://hal.science/hal-03830417)
Cyprien Doz, Chengfang Ren, Jean-Philippe Ovarlez, Romain Couillet. Apprentissage par transfert en grande dimension : application aux images SAR polarimétriques, 2022-09-05. (https://hal.science/hal-03829615)
José Barrachina, Chengfang Ren, Christèle Morisseau, Gilles Vieillard, Jean-Philippe Ovarlez. Complex-valued neural networks for polarimetric sar segmentation using pauli representation, 2022-07-17. (https://hal.science/hal-03752893)
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, 2022-05-22. (https://hal.science/hal-03752879)
Antoine Collas, Florent Bouchard, A. Breloy, Chengfang Ren, Guillaume Ginolhac, Jean-Philippe Ovarlez. A Tyler-type estimator of location and scatter leveraging Riemannian optimization, 2021-06-06. (https://hal.science/hal-03144104)
J Agustin A Barrachina, Chengfang Ren, Christele Morisseau, Gilles Vieillard, Jean-Philippe Ovarlez. Complex-Valued vs. Real-Valued Neural Networks for Classification Perspectives: An Example on Non-Circular Data, 2021-06-06. (https://hal-centralesupelec.archives-ouvertes.fr/hal-03144092)
Pierre Cadart, Marin Merlin, Giovanni Manfredi, Jérémy Fix, Chengfang Ren, I. Hinostroza, Thierry Letertre. Classification in C-band of Doppler signatures of human activities in indoor environment, 2021. (https://hal.inria.fr/hal-03022656)
Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, Philippe Forster. Efficient Estimation of Kronecker Product of Linear Structured Scatter Matrices under t-distribution, 2021-01. (https://hal.science/hal-02873816)
Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, P Forster, Jean-Philippe Ovarlez. On the Recursions of Robust COMET Algorithm for Convexly Structured Shape Matrix, 2019-09-02. (https://hal.science/hal-02155905)
Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Estimation robuste de matrices de dispersion structurées pour des modèles bien/mal spécifiés, 2019-08-26. (https://hal.science/hal-02155887)
Bruno Meriaux, Chengfang Ren, Arnaud Breloy, Mohammed Nabil El Korso, P Forster, Jean-Philippe Ovarlez. Une version récursive de RCOMET pour l'estimation robuste de matrices de forme à structure convexe, 2019-08-26. (https://hal.science/hal-02155900)
Victor Gacoin, Anthony Kolar, Chengfang Ren, Régis Guinvarc'H. Distributing deep neural networks for maximising computing capabilities and power efficiency in swarm, 2019-05-26. (https://hal.science/hal-02434837)
Bruno Meriaux, Arnaud Breloy, Chengfang Ren, Mohammed Nabil El Korso, Philippe Forster. Modified Sparse Subspace Clustering for Radar Detection in Non-stationary Clutter, 2019. (https://hal.science/hal-02292685v2)
Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Efficient Estimation of Scatter Matrix with Convex Structure under t-Distribution, 2018-04-15. (https://hal.science/hal-01784707)
Bruno Meriaux, Chengfang Ren, Mohammed Nabil El Korso, Arnaud Breloy, Philippe Forster. Robust-COMET for Covariance Estimation in Convex Structures: Algorithm and Statistical Properties, 2017-12-10. (https://hal.science/hal-01651772)
Chengfang Ren, Rodrigo Cabral Farias, Pierre-Olivier Amblard, Pierre Comon. Performances optimales pour les données multimodales partiellement couplées, 2017-09-05. (https://hal.science/hal-01567124)
Chengfang Ren, Mohammed Nabil El Korso, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. Une nouvelle approche de résolution limite dans le cadre d'estimation paramétrique multidimensionnelle, 2015-09-08. (https://hal-centralesupelec.archives-ouvertes.fr/hal-01234914)
Chengfang Ren, Julien Le Kernec, Jérôme Galy, Éric Chaumette, Pascal Larzabal, Alexandre Renaux. Borne de Cramér-Rao sous contraintes pour l'estimation simultanée de paramètres aléatoires et non aléatoires, 2015-09-08. (https://hal-centralesupelec.archives-ouvertes.fr/hal-01234916)
Chengfang Ren, Mohammed Nabil El Korso, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. Performance bounds under misspecification model for MIMO radar application, 2015-08-31. (https://hal-centralesupelec.archives-ouvertes.fr/hal-01234922)
Chengfang Ren, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. A Ziv-Zakai type bound for hybrid parameter estimation, 2014-05-04. (https://hal.inria.fr/hal-00947790)
Chengfang Ren, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. High resolution techniques for Radar: Myth or Reality?, 2013-09-09. (https://hal.science/hal-00926285)
Chengfang Ren, Jérôme Galy, Eric Chaumette, Pascal Larzabal, Alexandre Renaux. Une borne inférieure de l'erreur quadratique moyenne pour l'estimation simultané de paramètres aléatoires et non-aléatoires, 2013-09-03. (https://hal.science/hal-00926286)
J Agustin A Barrachina, Chengfang Ren, Christele Morisseau, Gilles Vieillard, Jean-Philippe Ovarlez. Complex-Valued vs. Real-Valued Neural Networks for Classification Perspectives: An Example on Non-Circular Data, 2020-09-17. (https://hal-centralesupelec.archives-ouvertes.fr/hal-02941957)
Rapport - 1 document
Chengfang Ren, Rodrigo Cabral Farias, Pierre-Olivier Amblard, Pierre Comon. Performance bounds for coupled models, 2016. (https://hal.science/hal-01280480)
