Publications

Google Scholar
ORCID iD iconORCid

Journal articles

Martínez-Ramírez M. A., Stoller D. and Moffat D., “A deep learning approach to intelligent drum mixing with the Wave-U-NetJournal of the Audio Engineering Society, vol. 69, no. 3, pp. 142-151, March 2021
[pdf|code|audio]
Martínez-Ramírez M. A., Benetos E. and  Reiss J. D., “Deep learning for black-box modeling of audio effectsApplied Sciences 10, no. 2, p.638, January 2020.
[url|code|dataset|audio]

Conference papers

Martínez-Ramírez M. A., Liao W., Fabbro G., Uhlich S., Nagashima C. and Mitsufuji Y., “Automatic music mixing with deep learning and out-of-domain data” in the 23rd International Society for Music Information Retrieval Conference (ISMIR), Bangalore, India, December 2022.
[url|page|code|audio|video]
Imort J., Fabbro G., Martínez-Ramírez M. A., Uhlich S., Koyama Y. and Mitsufuji Y., “Distortion audio effects: Learning how to recover the clean signal” in the 23rd International Society for Music Information Retrieval Conference (ISMIR), Bangalore, India, December 2022.
[url|demo|audio]
Chen B., Hsu W., Liao W., Martínez-Ramírez M. A., Mitsufuji Y., Yang Y., “Automatic DJ Transitions with Differentiable Audio Effects and Generative Adversarial Networks” in the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Singapore, Singapore, May 2022.
[url|audio]
Martínez-Ramírez M. A., Wang O., Smaragdis P. and Bryan N. J., “Differentiable Signal Processing with Black-Box Audio Effects” in the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toronto, Canada, June 2021.
[url|code|demo|audio|video|poster]
Choi W., Kim M., Martínez-Ramírez M. A., Chung J. and Jung S., “AMSS-Net: Audio Manipulation on User-Specified Sources with Textual Queries” submitted to the 29th ACM International Conference on Multimedia (ACMMM 21), Chengdu, China, Oct 2021.
[url|code|demo]
Martínez-Ramírez M. A., Benetos E. and  Reiss J. D., “Modeling plate and spring reverberation using a DSP-informed deep neural network” in the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Barcelona, Spain, May 2020.
[url|code|dataset|audio|video]
Martínez-Ramírez M. A., Benetos E. and  Reiss J. D., “A general-purpose deep learning approach to model time-varying audio effects” in the 22nd International Conference on Digital Audio Effects (DAFx-19), Birmingham, UK, September 2019.
[url|audio]
Chettri B., Stoller D., Morfi V., Martínez-Ramírez M. A., Benetos E. and Sturm B. L., “Ensemble models for spoofing detection in automatic speaker verification” in the 20th Conference of the International Speech Communication Association (INTERSPEECH), Graz, Austria, September 2019.
[url|code]
Martínez-Ramírez M. A. and Reiss J. D., “Modeling nonlinear audio effects with end-to-end deep neural networks” in the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Brighton, UK, May 2019.
[url|audio]
Martínez-Ramírez M. A. and Reiss J. D., “End-to-end equalization with convolutional neural networks” in the 21st International Conference on Digital Audio Effects (DAFx-18), Aveiro, Portugal, September 2018.
[url|audio|video]
Martínez-Ramírez M. A. and Reiss J. D., “Analysis and prediction of the audio feature space when mixing raw recordings into individual stems” in the 143rd Audio Engineering Society Convention, New York, USA, October 2017.
[pdf|url]
Martínez-Ramírez M. A. and Reiss J. D., “Stem audio mixing as a content-based transformation of audio features” in the IEEE 19th International Workshop on Multimedia Signal Processing (MMSP), Luton, UK, October 2017.
[url]
Martínez-Ramírez M. A. and Reiss J. D., “Deep learning and intelligent audio mixing” in the 3rd Workshop on Intelligent Music Production (WIMP), Salford, UK, September 2017.
[url|poster]

Theses

Deep learning for audio effects modeling
PhD Electronic Engineering Thesis, Queen Mary University of London, London, UK, 2020.
Martínez-Ramírez M. A.
[pdf]
Design and implementation of a parametric equalizer using IIR and FIR filters
MSc Digital Signal Processing Thesis, The University of Manchester, Manchester, UK, 2013.
Martínez-Ramírez M. A.
[pdf]
Digital sound synthesis of wind instruments using the functional transformation method
BSc Electronic Engineering Thesis, University of Los Andes, Bogotá, Colombia, 2011.
Martínez-Ramírez M. A.
[pdf]