Polyphonic transcription based on temporal evolution of spectral similarity of gaussian mixture models. - Francisco J. Cañadas-Quesada; Pedro Vera-Candeas; Nicolás Ruiz-Reyes; Julio J. Carabias-Orti (EUSIPCO, 2009)

Overlapped event-note separation based on partials amplitude and phase estimation for polyphonic music transcription. - Julio J. Carabias-Orti; Pedro Vera-Candeas; Nicolás Ruiz-Reyes; Francisco J. Cañadas-Quesada; Raul Mata Campos (EUSIPCO, 2009)

New algorithm based on spectral distance maximization to deal with the overlapping partial problem in note-event detection. - Nicolás Ruiz-Reyes; Pedro Vera-Candeas; Francisco J. Cañadas-Quesada; Julio J. Carabias-Orti (Signal Process., 2009)

Amplitude modulated sinusoidal modeling for audio onset detection. - Francisco J. Rodríguez-Serrano; Pedro Vera-Candeas; Pablo Cabañas Molero; Julio José Carabias-Orti; Nicolás Ruiz-Reyes (EUSIPCO, 2010)

Improving multiple-F0 estimation by onset detection for polyphonic music transcription. - Francisco J. Cañadas-Quesada; Francisco J. Rodríguez-Serrano; Pedro Vera-Candeas; Nicolás Ruiz-Reyes; Julio J. Carabias-Orti (MMSP, 2010)

A Comparative Analysis of Time-frequency Decompositions in Polyphonic Pitch Estimation. - Francisco J. Cañadas-Quesada; Pedro Vera-Candeas; Nicolás Ruiz-Reyes; Julio J. Carabias-Orti; Pablo Cabañas Molero; F. Rodriguez (SIGMAP, 2010)

Matching Pursuits based on Perceptual Distortion Minimization for Sinusoidal Audio Modelling. - Nicolás Ruiz-Reyes; Pedro Vera-Candeas; Francisco J. Cañadas-Quesada; Julio J. Carabias-Orti; Pablo Cabañas Molero; F. Rodriguez (SIGMAP, 2010)

Music Scene-Adaptive Harmonic Dictionary for Unsupervised Note-Event Detection. - Julio J. Carabias-Orti; Pedro Vera-Candeas; Francisco J. Cañadas-Quesada; Nicolás Ruiz-Reyes (IEEE Trans. Speech Audio Process., 2010)

Blind Estimation of Reverberation Time from Monophonic Instrument Recordings Based on Non-Negative Matrix Factorization. - Maximo Cobos; Pedro Vera-Candeas; Julio J. Carabias-Orti; Nicolás Ruiz-Reyes; José J. López (Semantic Audio, 2011)

Musical Instrument Sound Multi-Excitation Model for Non-Negative Spectrogram Factorization. - Julio J. Carabias-Orti; Tuomas Virtanen; Pedro Vera-Candeas; Nicolás Ruiz-Reyes; Francisco J. Cañadas-Quesada (IEEE J. Sel. Top. Signal Process., 2011)

Multiple Instrument Mixtures Source Separation Evaluation Using Instrument-Dependent NMF Models. - Francisco J. Rodríguez-Serrano; Julio J. Carabias-Orti; Pedro Vera-Candeas; Tuomas Virtanen; Nicolás Ruiz-Reyes (LVA/ICA, 2012)

Constrained non-negative sparse coding using learnt instrument templates for realtime music transcription. - Julio J. Carabias-Orti; Francisco J. Rodríguez-Serrano; Pedro Vera-Candeas; Francisco J. Cañadas-Quesada; Nicolás Ruiz-Reyes (Eng. Appl. Artif. Intell., 2013)

Nonnegative signal factorization with learnt instrument models for sound source separation in close-microphone recordings. - Julio J. Carabias-Orti; Maximo Cobos; Pedro Vera-Candeas; Francisco J. Rodríguez-Serrano (EURASIP J. Adv. Signal Process., 2013)

Audio-to-score Alignment at the Note Level for Orchestral Recordings. - Marius Miron; Julio José Carabias-Orti; Jordi Janer (ISMIR, 2014)

Percussive/harmonic sound separation by non-negative matrix factorization with smoothness/sparseness constraints. - Francisco J. Cañadas-Quesada; Pedro Vera-Candeas; Nicolás Ruiz-Reyes; Julio J. Carabias-Orti; Pablo Cabañas Molero (EURASIP J. Audio Speech Music. Process., 2014)

Monophonic constrained non-negative sparse coding using instrument models for audio separation and transcription of monophonic source-based polyphonic mixtures. - Francisco José Rodríguez-Serrano; Julio José Carabias-Orti; Pedro Vera-Candeas; Francisco Jesús Cañadas-Quesada; Nicolás Ruiz-Reyes (Multim. Tools Appl., 2014)

An Audio to Score Alignment Framework Using Spectral Factorization and Dynamic Time Warping. - Julio José Carabias-Orti; Francisco J. Rodríguez-Serrano; Pedro Vera-Candeas; Nicolás Ruiz-Reyes; Francisco J. Cañadas-Quesada (ISMIR, 2015)

Improving Score-Informed Source Separation for Classical Music through Note Refinement. - Marius Miron; Julio José Carabias-Orti; Jordi Janer (ISMIR, 2015)

Constrained non-negative matrix factorization for score-informed piano music restoration. - Francisco J. Cañadas-Quesada; Pedro Vera-Candeas; Damián Martínez-Muñoz; Nicolás Ruiz-Reyes; Julio J. Carabias-Orti; Pablo Cabañas Molero (Digit. Signal Process., 2016)

Score-Informed Source Separation for Multichannel Orchestral Recordings. - Marius Miron; Julio J. Carabias-Orti; Juan J. Bosch; Emilia Gómez; Jordi Janer (J. Electr. Comput. Eng., 2016)

PHENICX-Anechoic: note annotations for Aalto anechoic orchestral database. - Marius Miron; Julio José Carabias-Orti; Juan J. Bosch; Emilia Gómez; Jordi Janer (Zenodo, 2016)

Tempo Driven Audio-to-Score Alignment Using Spectral Decomposition and Online Dynamic Time Warping. - Francisco José Rodríguez-Serrano; Julio José Carabias-Orti; Pedro Vera-Candeas; Damián Martínez-Muñoz (ACM Trans. Intell. Syst. Technol., 2017)

Multi-Source Localization Using a DOA Kernel Based Spatial Covariance Model and Complex Nonnegative Matrix Factorization. - Julio J. Carabias-Orti; Pablo Cabañas Molero; Pedro Vera-Candeas; Joonas Nikunen (SAM, 2018)

Multichannel Blind Sound Source Separation Using Spatial Covariance Model With Level and Time Differences and Nonnegative Matrix Factorization. - Julio J. Carabias-Orti; Joonas Nikunen; Tuomas Virtanen; Pedro Vera-Candeas (IEEE ACM Trans. Audio Speech Lang. Process., 2018)

Multichannel Singing Voice Separation by Deep Neural Network Informed DOA Constrained CMNMF. - Antonio Jesús Muñoz-Montoro; Archontis Politis; Konstantinos Drossos; Julio J. Carabias-Orti (MMSP, 2020)

Multichannel Singing Voice Separation by Deep Neural Network Informed DOA Constrained CNMF. - Antonio Jesús Muñoz-Montoro; Julio J. Carabias-Orti; Archontis Politis; Konstantinos Drossos (CoRR, 2020)

Combining a recursive approach via non-negative matrix factorization and Gini index sparsity to improve reliable detection of wheezing sounds. - Juan De La Torre Cruz; Francisco Jesús Cañadas-Quesada; Julio José Carabias-Orti; Pedro Vera-Candeas; Nicolás Ruiz-Reyes (Expert Syst. Appl., 2020)

Wheezing Sound Separation Based on Informed Inter-Segment Non-Negative Matrix Partial Co-Factorization. - Juan De La Torre Cruz; Francisco Jesús Cañadas-Quesada; Nicolás Ruiz-Reyes; Pedro Vera-Candeas; Julio José Carabias-Orti (Sensors, 2020)

Ambisonics domain Singing Voice Separation combining Deep Neural Network and Direction Aware Multichannel NMF. - Antonio Jesús Muñoz-Montoro; Julio J. Carabias-Orti; Pedro Vera-Candeas (MMSP, 2021)

Monophonic and Polyphonic Wheezing Classification Based on Constrained Low-Rank Non-Negative Matrix Factorization. - Juan De La Torre Cruz; Francisco Jesús Cañadas-Quesada; Nicolás Ruiz-Reyes; Sebastián García Galán; Julio José Carabias-Orti; Gerardo Peréz Chica (Sensors, 2021)

Ray-Space-Based Multichannel Nonnegative Matrix Factorization for Audio Source Separation. - Mirco Pezzoli; Julio José Carabias-Orti; Maximo Cobos; Fabio Antonacci; Augusto Sarti (IEEE Signal Process. Lett., 2021)

Parallel multichannel blind source separation using a spatial covariance model and nonnegative matrix factorization. - Antonio Jesús Muñoz-Montoro; Julio J. Carabias-Orti; Raquel Cortina; Sebastián García Galán; José Ranilla (J. Supercomput., 2021)

Parallel multichannel music source separation system. - Antonio Jesús Muñoz-Montoro; David Suarez-Dou; Julio J. Carabias-Orti; Francisco J. Cañadas-Quesada; José Ranilla (J. Supercomput., 2021)

Multichannel Blind Music Source Separation Using Directivity-Aware MNMF With Harmonicity Constraints. - Antonio Jesús Muñoz-Montoro; Julio J. Carabias-Orti; Pablo Cabañas Molero; Francisco J. Cañadas-Quesada; Nicolás Ruiz-Reyes (IEEE Access, 2022)

Pre-trained Spatial Priors on Multichannel NMF for Music Source Separation. - Pablo Cabañas Molero; Antonio Jesús Muñoz-Montoro; Julio J. Carabias-Orti; Pedro Vera-Candeas (CoRR, 2023)

Cochleogram-based adventitious sounds classification using convolutional neural networks. - Loredana Daria Mang; Francisco J. Cañadas-Quesada; Julio José Carabias-Orti; Elías F. Combarro; José Ranilla (Biomed. Signal Process. Control., 2023)

Detection of valvular heart diseases combining orthogonal non-negative matrix factorization and convolutional neural networks in PCG signals. - Juan De La Torre Cruz; Francisco J. Cañadas-Quesada; Nicolás Ruiz-Reyes; Pedro Vera-Candeas; Sebastián García Galán; Julio J. Carabias-Orti; José Ranilla (J. Biomed. Informatics, 2023)

Efficient parallel kernel based on Cholesky decomposition to accelerate multichannel nonnegative matrix factorization. - Antonio Jesús Muñoz-Montoro; Julio J. Carabias-Orti; Daniele Salvati; Raquel Cortina (J. Supercomput., 2023)

Ray-Space Constrained Multichannel Nonnegative Matrix Factorization for Audio Source Separation. - Antonio Jesús Muñoz-Montoro; Marco Olivieri; Mirco Pezzoli; Julio J. Carabias-Orti; Fabio Antonacci; Augusto Sarti (EUSIPCO, 2024)

SynthSOD: Developing an Heterogeneous Dataset for Orchestra Music Source Separation. - Jaime Garcia-Martinez; David Diaz-Guerra; Archontis Politis; Tuomas Virtanen; Julio J. Carabias-Orti; Pedro Vera-Candeas (CoRR, 2024)

Improving snore detection under limited dataset through harmonic/percussive source separation and convolutional neural networks. - Francisco David González Martínez; Julio José Carabias-Orti; Francisco J. Cañadas-Quesada; Nicolás Ruiz-Reyes; Damián Martínez-Muñoz; Sebastián García Galán (CoRR, 2024)

An incremental algorithm based on multichannel non-negative matrix partial co-factorization for ambient denoising in auscultation. - Juan De La Torre Cruz; Francisco Jesús Cañadas-Quesada; Damián Martínez-Muñoz; Nicolás Ruiz-Reyes; Sebastián García Galán; Julio José Carabias-Orti (CoRR, 2024)

Expert system-based application for fatal ventricular arrhythmia risk level estimation based on QT-Interval prolongation. - Sebastián García Galán; José Angel Cabrera; Adam Marchewka; J. Enrique Muñoz Expósito; Juan De La Torre Cruz; Pedro Vera-Candeas; Francisco J. Rodríguez-Serrano; Julio J. Carabias-Orti; Francisco J. Cañadas-Quesada; Raul Mata Campos; Nicolás Ruiz-Reyes; Alfonso Cruz-Lendinez (Expert Syst. Appl., 2024)

Efficient FPGA implementation for sound source separation using direction-informed multichannel non-negative matrix factorization. - Philipp Diel; Antonio Jesús Muñoz-Montoro; Julio J. Carabias-Orti; José Ranilla (J. Supercomput., 2024)

SynthSOD: Developing an Heterogeneous Dataset for Orchestra Music Source Separation. - Jaime Garcia-Martinez; David Diaz-Guerra; Archontis Politis; Tuomas Virtanen; Julio J. Carabias-Orti; Pedro Vera-Candeas (Zenodo, 2024)

Polygraph and audio synchronization applied to apnea event analysis based on non-negative matrix factorization. - Francisco David González Martínez; Juan De La Torre Cruz; Julio J. Carabias-Orti; Francisco J. Cañadas-Quesada; Alejandro Antonio Salvador-Navarro; José Ranilla; Lyam Lamrini-H. Laarbi (EURASIP J. Audio Speech Music. Process., 2025)