Publications

You can also find my publications on my Google Scholar profile.

Preprints

M. Mishra, P. Magron, R. Serizel, Metric Analysis for Spatial Semantic Segmentation of Sound Scenes, under review, 2025. [Paper]

Journals

N.-E. Monir, P. Magron, R. Serizel, A Phoneme-Scale Assessment of Multichannel Speech Enhancement Algorithms, Trends in Hearing, Vol. 28, December 2024. [Paper] [Code]

O. Mokrý, P. Magron, T. Oberlin, C. Févotte, Algorithms for audio inpainting based on probabilistic nonnegative matrix factorization, Signal Processing, Vol. 206, May 2023. [Paper] [Code]

P. Magron, C. Févotte, Neural content-aware collaborative filtering for cold-start music recommendation, Data mining and knowledge discovery, Vol. 36, no. 5, pp. 1971-2005, September 2022. [Paper] [Code]

P.-H. Vial, P. Magron, T. Oberlin, C. Févotte, Learning the Proximity Operator in Unfolded ADMM for Phase Retrieval, IEEE Signal Processing Letters, Vol. 29, pp. 1619-1623, July 2022. [Paper] [Code] Presented at GdR ISIS 2022 [Poster]

P. Magron, C. Févotte, A majorization-minimization algorithm for nonnegative binary matrix factorization, IEEE Signal Processing Letters, Vol. 29, pp. 1526-1530, June 2022. [Paper] [Code]

P.-H. Vial, P. Magron, T. Oberlin, C. Févotte, Phase retrieval with Bregman divergences and application to audio signal recovery, IEEE Journal of Selected Topics in Signal Processing, Vol. 15, no. 1, pp. 51-64, January 2021. [Paper] [Sounds] [Code]

P. Magron, T. Virtanen, Online Spectrogram Inversion for Low-Latency Audio Source Separation, IEEE Signal Processing Letters, Vol. 27, pp. 306-310, 2020. [Paper] [Sounds] [Code] Presented at ICASSP 2021 [Slides] [Poster]

P. Magron, T. Virtanen, Complex ISNMF: a phase-aware model for monaural audio source separation, IEEE/ACM Transactions on Audio, Speech and Language Processing, Vol. 27, no. 1, pp. 20-31, January 2019. [Paper] [Sounds] [Code]

P. Magron, R. Badeau, B. David, Model-based STFT phase recovery for audio source separation, IEEE/ACM Transactions on Audio, Speech and Language Processing, Vol. 26, no. 6, pp. 1095-1105, June 2018. [Paper] [Sounds] [Code]

International Conferences

C. Cui, P. Magron, M. Sadeghi, E. Vincent, Data-independent Beamforming for End-to-end Multichannel Multi-speaker ASR, Proc. of the IEEE International Workshop on Multimedia Signal Processing (MMSP), September 2025. [Paper] [Slides] [Code]

N.-E. Monir, P. Magron, R. Serizel, Frequency-Weighted Training Losses for Phoneme-Level DNN-based Speech Enhancement, Proc. of the IEEE International Workshop on Multimedia Signal Processing (MMSP), September 2025. [Paper] [Code]

N.-E. Monir, P. Magron, R. Serizel, Evaluating Multichannel Speech Enhancement Algorithms at the Phoneme Scale Across Genders, Proc. of the European Signal Processing Conference (EUSIPCO), September 2025. [Paper] [Code]

P. Magron, T. Virtanen, Spectrogram Inversion for Audio Source Separation via Consistency, Mixing, and Magnitude Constraints, Proc. of the European Signal Processing Conference (EUSIPCO), September 2023. [Paper] [Code] [Slides] [Supplementary]

L. Bahrman, M. Krémé, P. Magron, A. Deleforge, Signal Inpainting from Fourier Magnitudes, Proc. of the European Signal Processing Conference (EUSIPCO), September 2023. [Paper] [Code] [Slides] [Supplementary]

M. Sadeghi, P. Magron, A Sparsity-promoting Dictionary Model for Variational Autoencoders, Proc. of Interspeech, September 2022. [Paper] [Code] [Poster]

P. Magron, P.-H. Vial, T. Oberlin, C. Févotte, Phase recovery with Bregman divergences for audio source separation, Proc. of the IEEE International Conference on Audio, Speech and Signal Processing (ICASSP), June 2021. [Paper] [Code] [Slides] [Poster]

P. Magron, C. Févotte, Leveraging the structure of musical preference in content-aware music recommendation, Proc. of the IEEE International Conference on Audio, Speech and Signal Processing (ICASSP), June 2021. [Paper] [Code] [Slides] [Poster]

P.-H. Vial, P. Magron, T. Oberlin, C. Févotte, Phase retrieval with Bregman divergences: application to audio signal recovery, Proc. of the international Traveling Workshop on Interactions between low-complexity data models and Sensing Techniques (iTWIST), December 2020. [Paper] [Slides]

K. Drossos, S. Gharib, P. Magron, T. Virtanen, Language modelling for sound event detection with teacher forcing and scheduled sampling, Proc. of the Detection and Classification of Acoustic Scenes and Events Workshop (DCASE), October 2019. [Paper] [Poster] [Code]

K. Drossos, P. Magron, T. Virtanen, Unsupervised adversarial domain adaptation based on the Wasserstein distance for acoustic scene classification, Proc. of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), October 2019. [Paper] [Poster] [Code]

K. Drossos, P. Magron, S. Mimilakis, T. Virtanen, Harmonic-percussive source separation with deep neural networks and phase recovery, Proc. of the International Workshop on Acoustic Signal Enhancement (IWAENC), September 2018. [Paper] [Poster] [Sounds] [Code]

P. Magron, T. Virtanen, Towards complex nonnegative matrix factorization with the beta-divergence, Proc. of the International Workshop on Acoustic Signal Enhancement (IWAENC), September 2018. Best paper award [Paper] [Slides] [Code]

P. Magron, T. Virtanen, On modeling the STFT phase of audio signals with the von Mises distribution, Proc. of the International Workshop on Acoustic Signal Enhancement (IWAENC), September 2018. [Paper] [Poster] [Code]

P. Magron, T. Virtanen, Expectation-maximization algorithms for Itakura-Saito nonnegative matrix factorization, Proc. of Interspeech, September 2018. [Paper] [Poster] [Code]

P. Magron, K. Drossos, S. Mimilakis, T. Virtanen, Reducing interference with phase recovery in DNN-based monaural singing voice separation, Proc. of Interspeech, September 2018. [Paper] [Poster] [Sounds] [Code]

P. Magron, T. Virtanen, Bayesian anisotropic Gaussian model for audio source separation, Proc. of the IEEE International Conference on Audio, Speech and Signal Processing (ICASSP), April 2018. [Paper] [Slides] [Code] [Sounds]

P. Magron, J. Le Roux, T. Virtanen, Consistent anisotropic Wiener filtering for audio source separation, Proc. of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), October 2017. [Paper] [Slides] [Code]

P. Magron, R. Badeau, A. Liutkus, Lévy NMF for robust nonnegative source separation, Proc. of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), October 2017. [Paper] [Slides] [Code] [Sounds]

P. Magron, R. Badeau, B. David, Phase-dependent anisotropic Gaussian model for audio source separation, Proc. of the IEEE International Conference on Audio, Speech and Signal Processing (ICASSP), March 2017. [Paper] [Poster] [Code] [Sounds]

P. Magron, R. Badeau, B. David, Complex NMF under phase constraints based on signal modeling: application to audio source separation, Proc. of the IEEE International Conference on Audio, Speech and Signal Processing (ICASSP), March 2016. [Paper] [Slides] [Code and sounds]

F.-R. Stoter, A. Liutkus, R. Badeau, B. Edler, P. Magron, Common fate models for unison source separation, Proc. of the IEEE International Conference on Audio, Speech and Signal Processing (ICASSP), March 2016. [Paper] [Sounds]

P. Magron, R. Badeau, B. David, Phase reconstruction of spectrograms based on a model of repeated audio events, Proc. of the IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), October 2015. [Paper] [Poster] [Code and sounds]

P. Magron, R. Badeau, B. David, Phase reconstruction of spectrograms with linear unwrapping: application to audio signal restoration, Proc. of the European Signal Processing Conference (EUSIPCO), August 2015. [Paper] [Poster] [Code and sounds]

P. Magron, R. Badeau, B. David, Phase recovery in NMF for audio sourceseparation: an insightful benchmark, Proc. of the IEEE International Conference on Audio, Speech and Signal Processing (ICASSP), April 2015 [Paper] [Slides] [Code and sounds]

P. de la Cuadra, P. Magron, R. Auvray, F. Meneses, B. Fabre, Sound synthesis of Siku and closed pipe flutes, Proc. of the International Symposium on Musical Acoustics (ISMA), July 2014. [Paper] [Poster] [Code]

National Conference (in French)

P. Magron, R. Badeau, A. Liutkus, Lévy NMF : un modèle robuste de séparation de sources non-négatives, Actes du XXVIe Colloque GRETSI, September 2017. [Paper] [Slides] [Code] [Sounds]

Technical reports

P. Magron, R. Badeau, A. Liutkus, Generalized Wiener filtering for positive alpha-stable random variables, Télécom ParisTech technical report, June 2016. [Paper]

P. Magron, R. Badeau, B. David, An iterative algorithm for recovering the phase of complex components from their mixture, Télécom ParisTech technical report, June 2016. [Paper]

P. Magron, R. Badeau, B. David, Phase reconstruction of spectrograms with linear unwrapping: application to audio signal restoration, Télécom ParisTech technical report, June 2015. [Paper]

Thesis (in French)

P. Magron, Reconstruction de phase par modèles de signaux : application à la séparation de sources audio, Ph.D. Thesis, Télécom ParisTech, December 2016. [Thesis] [Slides]

P. Magron, Modélisation et simulation temporelle de flûtes de pan Antaras, MSc Thesis, Université Pierre et Marie Curie, September 2013. [Thesis]