A Parametric Method for Pitch Estimation of Piano Tones. - Valentin Emiya; Bertrand David 002; Roland Badeau (ICASSP (1), 2007)

Automatic transcription of piano music based on HMM tracking of jointly-estimated pitches. - Valentin Emiya; Roland Badeau; Bertrand David 002 (EUSIPCO, 2008)

Perceptually-Based Evaluation of the Errors Usually Made When Automatically Transcribing Music. - Adrien Daniel; Valentin Emiya; Bertrand David 002 (ISMIR, 2008)

Expectation-maximization algorithm for multi-pitch estimation and separation of overlapping harmonic spectra. - Roland Badeau; Valentin Emiya; Bertrand David 002 (ICASSP, 2009)

An investigation of discrete-state discriminant approaches to single-sensor source separation. - Valentin Emiya; Emmanuel Vincent 001; Rémi Gribonval (WASPAA, 2009)

Multipitch Estimation of Piano Sounds Using a New Probabilistic Spectral Smoothness Principle. - Valentin Emiya; Roland Badeau; Bertrand David 002 (IEEE Trans. Speech Audio Process., 2010)

A constrained matching pursuit approach to audio declipping. - Amir Adler; Valentin Emiya; Maria G. Jafari; Michael Elad; Rémi Gribonval; Mark D. Plumbley (ICASSP, 2011)

Subjective and Objective Quality Assessment of Audio Source Separation. - Valentin Emiya; Emmanuel Vincent 001; Niklas Harlander; Volker Hohmann (IEEE Trans. Speech Audio Process., 2011)

Matching pursuit with stochastic selection. - Thomas Peel; Valentin Emiya; Liva Ralaivola; Sandrine Anthoine (EUSIPCO, 2012)

Sparse underwater acoustic imaging: A case study. - Nikolaos Stefanakis; Jacques Marchal; Valentin Emiya; Nancy Bertin; Rémi Gribonval; Pierre Cervenka (ICASSP, 2012)

Audio Inpainting. - Amir Adler; Valentin Emiya; Maria G. Jafari; Michael Elad; Rémi Gribonval; Mark D. Plumbley (IEEE Trans. Speech Audio Process., 2012)

A dynamic screening principle for the Lasso. - Antoine Bonnefoy; Valentin Emiya; Liva Ralaivola; Rémi Gribonval (EUSIPCO, 2014)

Compressed sensing with unknown sensor permutation. - Valentin Emiya; Antoine Bonnefoy; Laurent Daudet; Rémi Gribonval (ICASSP, 2014)

Formalizing the Problem of Music Description. - Bob L. Sturm; Rolf Bardeli; Thibault Langlois; Valentin Emiya (ISMIR, 2014)

Dynamic Screening: Accelerating First-Order Algorithms for the Lasso and Group-Lasso. - Antoine Bonnefoy; Valentin Emiya; Liva Ralaivola; Rémi Gribonval (IEEE Trans. Signal Process., 2015)

The problem of musical gesture continuation and a baseline system. - Charles Bascou; Valentin Emiya; Mathieu Laurière (ICMC, 2016)

Convex nonnegative matrix factorization with missing data. - Ronan Hamon; Valentin Emiya; Cédric Févotte (MLSP, 2016)

Optimal spectral transportation with application to music transcription. - Rémi Flamary; Cédric Févotte; Nicolas Courty; Valentin Emiya (NIPS, 2016)

Assessment of musical noise using localization of isolated peaks in time-frequency domain. - Ronan Hamon; Valentin Emiya; Lucas Rencker; Wenwu Wang 001; Mark D. Plumbley (ICASSP, 2017)

Phase Reconstruction for Time-Frequency Inpainting. - A. Marina Krémé; Valentin Emiya; Caroline Chaux (LVA/ICA, 2018)

Being Low-Rank in the Time-Frequency Plane. - Valentin Emiya; Ronan Hamon; Caroline Chaux (ICASSP, 2018)

Sparse Non-Local Similarity Modeling for Audio Inpainting. - Ichrak Toumi; Valentin Emiya (ICASSP, 2018)

Characterization of Finite Signals with Low-Rank Stft. - Konstantin Usevich; Valentin Emiya; David Brie; Caroline Chaux (SSP, 2018)

Frank-Wolfe Algorithm for the Exact Sparse Problem. - Farah Cherfaoui; Valentin Emiya; Liva Ralaivola; Sandrine Anthoine (CoRR, 2018)

QuicK-means: Acceleration of K-means by learning a fast transform. - Luc Giffon; Valentin Emiya; Liva Ralaivola; Hachem Kadri (CoRR, 2019)

Recovery and Convergence Rate of the Frank-Wolfe Algorithm for the m-Exact-Sparse Problem. - Farah Cherfaoui; Valentin Emiya; Liva Ralaivola; Sandrine Anthoine (IEEE Trans. Inf. Theory, 2019)

Filtering Out Time-Frequency Areas Using Gabor Multipliers. - A. Marina Krémé; Valentin Emiya; Caroline Chaux; Bruno Torrésani (ICASSP, 2020)

Time-Frequency Fading Algorithms Based on Gabor Multipliers. - A. Marina Krémé; Valentin Emiya; Caroline Chaux; Bruno Torrésani (IEEE J. Sel. Top. Signal Process., 2021)

Editorial: Reconstruction of Audio From Incomplete or Highly Degraded Observations. - Pavel Rajmic; Nancy Bertin; Valentin Emiya; Nicki Holighaus; Alexey Ozerov (IEEE J. Sel. Top. Signal Process., 2021)

QuicK-means: accelerating inference for K-means by learning fast transforms. - Luc Giffon; Valentin Emiya; Hachem Kadri; Liva Ralaivola (Mach. Learn., 2021)

Vessel Behaviour Classification from AIS Without Geographical Biases. - Raphael Sturgis; Valentin Emiya; Basile Couëtoux; Pierre Garreau (ITSC, 2022)

Support Exploration Algorithm for Sparse Support Recovery. - Mimoun Mohamed; François Malgouyres; Valentin Emiya; Caroline Chaux (CoRR, 2023)

Straight-Through Meets Sparse Recovery: the Support Exploration Algorithm. - Mimoun Mohamed; François Malgouyres; Valentin Emiya; Caroline Chaux (ICML, 2024)

Learning Permutations in Monarch Factorization. - Mimoun Mohamed; Valentin Emiya; Caroline Chaux (ICASSP, 2025)