Publications and communications
Publications and communications
Journal papers
2022
-A. L'Her, A. Drémeau, F. Le Courtois, G. Real, X. Cristol, Y. Stéphan – Canonical correlation analysis as a statistical method to relate underwater acoustic propagation and ocean fluctuations – JASA Express Letters, Vol. 2, No. 10, pp. 100801.
2021
-T. Paviet-Salomon, J. Bonnel, C. Dorffer, B. Nicolas, T. Chonavel, D. Tollefsen, D. P. Knobles, P. S. Wilson, A. Drémeau – Estimation of frequency-wavenumber diagrams using a physics-based grid-free compressed sensing method – IEEE Journal of Oceanic Engineering, Early access, October 2021. [preprint]
2019
-C. Herzet, C. Dorffer, A. Drémeau - Gather and Conquer: Region-based Strategies to Accelerate Safe Screening Tests - IEEE Transactions on Signal Processing, Vol. 67, No. 12, pp. 3300-3315, May 2019. [preprint – hal:01913331]
2018
-C. Herzet, P. Héas, A. Drémeau - Model reduction from partial observations - International Journal for Numerical Methods in Engineering, Vol.113, No. 3, pp. 479-511, January 2018. [preprint – hal:01394059]
2017
-R. Lefort, R. Emmetière, S. Bourmani, G. Real, A. Drémeau - Sub-antenna processing for coherence loss in underwater direction-of-arrival estimation - The Journal of the Acoustical Society of America, Vol.142, No. 4, pp. 2143-2154, 2017. [preprint]
-A. Drémeau, F. Le Courtois, J. Bonnel - Reconstruction of dispersion curves in the frequency-wavenumber domain using compressed sensing on a random array - IEEE Journal of Oceanic Engineering, Vol. 42, No. 4, pp. 914 - 922, March 2017. [preprint]
-R. Lefort, G. Real, A. Drémeau - Direct regressions for underwater acoustic source localization in fluctuating oceans - Elsevier Applied Acoustics, Vol. 116, pp. 303-310, January 2017. [preprint]
2016
-E. W. Tramel, A. Drémeau, F. Krzakala - Approximate Message Passing with Restricted Boltzmann Machine Priors - Journal of Statistical Mechanics: Theory and Experiment, Vol. 2016, No. 7, pp. 073401, 2016. [pdf]
-P. Héas, A. Drémeau, C. Herzet - An efficient algorithm for video superresolution based on a sequential model - SIAM Journal on Imaging Sciences, Vol. 9, No. 2, pp. 537-572, 2016. [pdf]
-C. Herzet, A. Drémeau, C. Soussen - Relaxed Recovery Conditions for OMP/OLS by Exploiting both Coherence and Decay - IEEE Trans. On Information Theory, Vol. 62, No. 1, pp. 1-12, January 2016. [preprint - arXiv:1401.7533]
2015
-A. Drémeau, A. Liutkus, D. Martina, O. Katz, C. Schülke, F. Krzakala, S. Gigan, L. Daudet - Reference-less measurement of the transmission matrix of a highly scattering material using a DMD and phase retrieval techniques - Optics Express, Vol. 23, pp. 11898-11911, 2015. [pdf] (see also arXiv:1502.03324 for a preliminary version)
2013
-C. Suied, A. Drémeau, D. Pressnitzer, L. Daudet - Auditory sketches: Sparse representations of sounds based on perceptual models - Lecture Notes in Computer Science (LNCS), Springer Verlag, Vol. 7900, pp. 154-170, 2013. [pdf]
2012
-A. Drémeau, C. Herzet, L. Daudet - Boltzmann machine and mean-field approximation for structured sparse decompositions - IEEE Trans. On Signal Processing, Vol. 60, No. 7, pp. 3425-3438, July 2012. [pdf] [code]
Conferences with proceedings
2021
-C. Dorffer, T. Paviet-Salomon, G. Le Chenadec, A. Drémeau
- Modal estimation in underwater acoustics by data-driven structures sparse decomposition
- European Signal Processing Conference (EUSIPCO), Virtual conference, September 2021. [preprint]
2020
-T. Paviet-Salomon, C. Dorffer, J. Bonnel, B. Nicolas, T. Chonavel, A. Drémeau
- Dispersive grid-free orthogonal matching pursuit for modal estimation in ocean acoustics
- IEEE Int'l Conference on Acoustics, Speech and Signal Processing (ICASSP), Virtual conference, May 2020. [preprint]
2019
-G. Beaumont, R. Fablet, A. Drémeau - Approche de type message passing pour la localisation de source en milieu fluctuant - GRETSI, Lille, France, August 2019.
-C. Dorffer, C. Herzet, A. Drémeau - Region-based relaxations to accelerate greedy approaches - European Signal Processing Conference (EUSIPCO), Coruna, Spain, September 2019. [preprint]
-G. Beaumont, A. Drémeau, R. Fablet, G. Real, F. le Courtois - At-sea experiment evaluation of the influence of environmental fluctuations on the acoustic coherence radius - Int'l Conference and Exhibition on Underwater Acoustics (UACE), Hersonissos, Crete, Greece, July 2019.
-G. Beaumont, A. Drémeau, R. Fablet - Von Mises prior for phase-noisy DOA estimation: the VITAMIN algorithm - Int'l Conference and Exhibition on Underwater Acoustics (UACE), Hersonissos, Crete, Greece, July 2019.
2018
-G. Beaumont, R. Fablet, A. Drémeau - An Approximate Message Passing approach for DOA estimation in phase noisy environments - Int'l Conference on Latent Variable Analysis and Signal Separation (LVA/ICA), Guildford, UK, July 2018. [preprint]
-C. Herzet, A. Drémeau - Joint screening tests for LASSO - IEEE Int'l Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, Canada, April 2018. [techreport - arXiv:1710.09809]
2017
-R. Lefort, A. Drémeau - Sub-Antenna Sparse Processing For Coherence Loss In Underwater Source Localization - European Signal Processing Conference (EUSIPCO), Kos Island, Greece, September 2017.
-A. Drémeau, C. Herzet - DOA estimation in structured phase-noisy environments - IEEE Int'l Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, USA, March 2017. [techreport - arXiv:1609.03503]
-A. Drémeau, A. Deleforge - Phase retrieval with a multivariate Von Mises prior : from a Bayesian formulation to a lifting solution - IEEE Int'l Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, USA, March 2017. [preprint]
2016
-R. Lefort, A. Drémeau - Spatio-temporal weighting for underwater source localization in the context of coherence loss - Conference on Acoustic and Environmental Variability, Fluctuations and Coherence, Cambridge, UK, December 2016. [pdf]
-A. Saade, F. Caltagirone, I. Carron, L. Daudet, A. Drémeau, S. Gigan, F. Krzakala
- Random Projections through multiple optical scattering: Approximating kernels at the speed of light
- IEEE Int'l Conference on Acoustics, Speech and Signal Processing (ICASSP), Shanghai, China, March 2016. [preprint - arXiv:1510.06664]
2015
- A. Drémeau, F. Le Courtois, J. Bonnel - Reconstruction des modes de propagation en acoustique sous-marine par acquisition compressée - GRETSI, Lyon, France, September 2015. [draft]
- A. Drémeau, A. Liutkus, D. Martina, O. Katz, C. Schülke, F. Krzakala, S. Gigan, L. Daudet - Approches Bayésiennes pour la reconstruction de phase – Application à l'optique des milieux complexes - GRETSI, Lyon, France, September 2015. [draft]
-A. Drémeau, F. Krzakala - Phase recovery from a Bayesian point of view: the variational approach - IEEE Int'l Conference on Acoustics, Speech and Signal Processing (ICASSP), Brisbane, Australia, April 2015. [preprint - arXiv:1410.1368] [code]
2014
-A. Drémeau, P. Héas and C. Herzet - Sparse representations in nested non-linear models - IEEE Int’l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Florence, Italy, May 2014. [pdf]
2013
-F. Rigaud, A. Drémeau, B. David and L. Daudet - A probabilistic line spectrum model for musical instrument sounds and its application to piano tuning estimation - IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), Mohonk Mountain House, New Paltz, New York, USA, October 2013. [pdf]
-A. Drémeau, S. Essid - Probabilistic dance performance alignment by fusion of multimodal features - IEEE Int’l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, Canada, May 2013. [pdf]
-R. Badeau, A. Drémeau - Variational Bayesian EM algorithm for modeling mixtures of non-stationary signals in the time-frequency domain (HR-NMF) - IEEE Int’l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Vancouver, Canada, May 2013. [pdf]
2012
-A. Liutkus, A. Drémeau, D. Alexiadis, S. Essid, P. Daras - Analysis of dance movements using Gaussian processes - ACM Multimedia Grand Challenge, Nara, Japan, October 2012. [techreport] [demo]
-A. Drémeau, C. Herzet, L. Daudet - Structured Bayesian orthogonal matching pursuit - IEEE Int’l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Kyoto, Japan, March 2012. [pdf]
-S. Essid, D. Alexiadis, R. Tournemenne, M. Gowing, P. Kelly, D. Monaghan, P. Daras, A. Drémeau, N. E. O'Connor - An advanced virtual dance performance evaluator - IEEE Int’l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Kyoto, Japan, March 2012. [pdf]
2011
-A. Drémeau, C. Herzet, L. Daudet - Soft Bayesian pursuit algorithm for sparse representations - IEEE Int’l Workshop on Statistical Signal Processing (SSP), Nice, France, June 2011. [pdf]
2010
-A. Drémeau, M. Türkan, C. Herzet, C. Guillemot, J.-J. Fuchs - Spatial intra-prediction based on mixtures of sparse representations - IEEE Int’l Workshop on Multimedia Signal Processing (MMSP), Saint-Malo, France, October 2010. [pdf]
-C. Herzet, A. Drémeau - Bayesian pursuit algorithms - European Signal Processing Conference (EUSIPCO), Aalborg, Danemark, August 2010. [pdf]
-A. Drémeau, C. Herzet - An EM-algorithm approach for the design of orthonormal bases adapted to sparse representations - IEEE Int’l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Dallas, USA, March 2010. [pdf]
-C. Herzet and A. Drémeau - Sparse representation algorithms based on mean-field approximations - IEEE Int’l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Dallas, USA, March 2010. [pdf]
-A. Drémeau, C. Herzet, C. Guillemot, J.-J. Fuchs - Sparse optimization with directional DCT bases for image compression - IEEE Int’l Conf. on Acoustics, Speech and Signal Processing (ICASSP), Dallas, USA, March 2010. [pdf]
-A. Drémeau, C. Herzet, C. Guillemot, J.-J. Fuchs - Anisotropic multi-scale sparse learned bases for image compression - IS&T/SPIE Electronic Imaging, San Jose, USA, January 2010. [pdf]
Conferences without proceedings
-C. Dorffer, T. Paviet-Salomon, G. Le Chenadec and A. Drémeau
- Learning sparse structures for physics-inspired compressed sensing
- International Travelling Workshop on Interactions between Sparse models and Technology (iTWIST), Virtual conference, December 2020.
-T. Paviet-Salomon, C. Dorffer, J. Bonnel, B. Nicolas, T. Chonavel, A. Drémeau - Dispersive grid-free orthogonal matching pursuit for modal estimation in ocean acoustics - Forum Acousticum, Virtual conference, November 2020.
-A. Drémeau, C. Herzet - DOA estimation in fluctuating oceans: put your glasses on! - Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS), Lisbon, Portugal, July 2017.
-A. Drémeau, F. Krzakala - Structured sparsity: towards a « deep » understanding - Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS), Cambridge, UK, July 2015. [abstract]
-A. Drémeau, P. Héas, C. Herzet - Combining sparsity and dynamics : an efficient way - International Travelling Workshop on Interactions between Sparse models and Technology (iTWIST), Namur, Belgium, August 2014.
-A. Drémeau, L. Daudet - Structured and soft ! Boltzmann machine and mean-field approximation for structured sparse representations - Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS), Edinburgh, UK, June 2011. [abstract]
Technical reports
-C. Herzet, A. Drémeau - Joint screening tests for LASSO - arXiv:1710.09809, 2017.
-A. Drémeau, C. Herzet - DOA estimation in structured phase-noisy environments: technical report - arXiv:1609.03503, 2016.
-C. Herzet, A. Drémeau - Bayesian Pursuit Algorithms - arXiv:1401.7538, 2012. [code]
Book chapters
-A. Drémeau, C. Schülke, Y. Xu, D. Shah - Statistical inference with probabilistic graphical models - Chapter of "Statistical Physics, Optimization, Inference, and Message-Passing Algorithms", Eds.: F. Krzakala, F. Ricci-Tersenghi, L. Zdeborova, R. Zecchina, E. W. Tramel, L. F. Cugliandolo (Oxford University Press), arXiv:1409.4928, 2014.
PhD Thesis (in french)
- A. Drémeau - Décompositions parcimonieuses : approches Bayésiennes et application à la compression d’image - Université de Rennes 1, November 2010. [pdf]