Publications |
A Lightweight Instrument-Agnostic Model for Polyphonic Note Transcription and Multipitch Estimation
Rachel M. Bittner, Juan José Bosch, David Rubinstein, Gabriel Meseguer Brocal, Sebastian Ewert 47th International conference on acoustics, speech and signal processing (ICASSP) [📎 pdf] [💻 code] [🌐 website] |
2022
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Few-Shot Musical Source Separation
Yu Wang, Daniel Stoller, Rachel M. Bittner, Juan Pablo Bello 47th International conference on acoustics, speech and signal processing (ICASSP) [📎 pdf] [📺 presentation] |
2022
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Audio-based Musical Version Identification: Elements and Challenges
Furkan Yesiler, Guillaume Doras, Rachel M. Bittner, Chris Tralie, Joan Serrà IEEE Signal Processing Magazine 38 (6), 115-136 [📎 pdf] [🌐 website] |
2021
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Data Cleansing with Contrastive Learning for Vocal Note Event Annotations
Gabriel Meseguer-Brocal, Rachel M. Bittner, Simon Durand and Brian Brost 21st International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [💻 code] |
2020
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Generalized Metrics for Single-f0 Estimation Evaluation
Rachel M. Bittner and Juan José Bosch 20th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [💻 code] |
2019
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mirdata: Software for Reproducible Usage of Datasets
Rachel M. Bittner, Magdalena Fuentes, David Rubinstein, Andreas Jansson, Keunwoo Choi and Thor Kell 20th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [💻 code] |
2019
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Joint Singing Voice Separation and F0 Estimation with Deep U-Net Architectures
Andreas Jansson, Rachel M. Bittner, Sebastian Ewert and Tillman Weyde 27th European Signal Processing Conference (EUSIPCO) [📎 pdf] |
2019
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Neural Music Synthesis for Flexible Timbre Control
Jong Wook Kim, Rachel M. Bittner, Aparna Kumar, and Juan Pablo Bello 44th International conference on acoustics, speech and signal processing (ICASSP) [📎 pdf] [🌐 website] |
2019
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Open-Source Practices for Music Signal Processing Research: Recommendations for Transparent, Sustainable, and Reproducible Audio Research
Brian McFee, Jong Wook Kim, Mark Cartwright, Justin Salamon, Rachel M. Bittner, and Juan Pablo Bello IEEE Signal Processing Magazine, Volume: 36, Issue: 1, Pages 128-137 [📎 pdf] |
2019
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An Introduction to Signal Processing for Singing-Voice Analysis: High Notes in the Effort to Automate the Understanding of Vocals in Music
Eric J. Humphrey, Sravana Reddy, Prem Seetharaman, Aparna Kumar, Rachel M. Bittner, Andrew Demetriou, Sankalp Gulati, Andreas Jansson, Tristan Jehan, Bernhard Lehner, Anna Kruspe, and Luwei Yang IEEE Signal Processing Magazine, Volume: 36, Issue: 1, Pages 82-96 [📎 pdf] |
2019
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Guitarset: A Dataset for Guitar Transcription
Qingyang Xi, Rachel M. Bittner, Johan Pauwels, Xuzhou Ye, and Juan Pablo Bello 19th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [💎 data] [💻 code] [🔗 bibtex] |
2018
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Vocals in Music Matter: The Relevance of Vocals in the Minds of Listeners
Andrew Demetriou, Andreas Jansson, Aparna Kumar, and Rachel M. Bittner 19th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [🔗 bibtex] |
2018
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Deep Salience Representations for F0 Estimation in Polyphonic Music
Rachel M. Bittner, Brian McFee, Justin Salamon, Peter Li and Juan Pablo Bello 18th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [💻 code] [🔗 bibtex] |
2017
🏆 Best Student Paper |
An Analysis/Synthesis Framework for Automatic F0 Annotation of Multitrack Datasets
Justin Salamon, Rachel M. Bittner, Jordi Bonada, Juan José Bosch, Emilia Gómez and Juan Pablo Bello 18th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [🔗 bibtex] |
2017
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Automatic Playlist Sequencing and Transitions
Rachel M. Bittner, Minwei Gu, Gandalf Hernandez, Eric J. Humphrey, Tristan Jehan, P. Hunter McCurry and Nicola Montecchio 18th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [🔗 bibtex] |
2017
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Singing Voice Separation with Deep U-Net Convolutional Networks
Andreas Jansson, Eric J. Humphrey, Nicola Montecchio, Rachel M. Bittner, Aparna Kumar and Tillman Weyde 18th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [🔗 bibtex] |
2017
🏆 Best Poster Presentation |
Mining Labeled Data from Web-Scale Collections for Vocal Activity Detection in Music
Eric J. Humphrey, Nicola Montecchio, Rachel M. Bittner, Andreas Jansson and Tristan Jehan 18th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [🔗 bibtex] |
2017
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Pitch Contours as a Mid-Level Representation for Music Informatics
Rachel M. Bittner, Justin Salamon, Juan José Bosch and Juan Pablo Bello Proceedings of the 2017 Audio Engineering Society (AES) International Conference on Semantic Audio [📎 pdf] [💻 code] [📈 slides] [🔗 bibtex] |
2017
🏆 Best Student Paper |
Pitch Contour Tracking in Music Using Harmonic Locked Loops
Rachel M. Bittner, Avery Wang and Juan Pablo Bello 42nd International conference on acoustics, speech and signal processing (ICASSP) [📎 pdf] [💻 code] [📈 slides] [🔗 bibtex] |
2017
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Towards the Characterization of Singing Styles in World Music
Maria Panteli, Rachel M. Bittner, Juan Pablo Bello and Simon Dixon 42nd International conference on acoustics, speech and signal processing (ICASSP) [📎 pdf] [💻 code] [📈 poster] [🔗 bibtex] |
2017
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A Comparison of Melody Extraction Methods Based on Source-Filter Modelling
Juan José Bosch, Rachel M. Bittner, Justin Salamon and Emilia Gómez 17th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [💻 code] [📈 poster] [🔗 bibtex] |
2016
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Melody Extraction by Contour Classification
Rachel M. Bittner, Justin Salamon, Slim Essid and Juan Pablo Bello 16th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [💻 code] [📈 slides] [🔗 bibtex] |
2015
🏆 Best Oral Presentation |
Kernel Additive Modeling for Interference Reduction in Multi-Channel Music Recordings
Thomas Prätzlich, Rachel M. Bittner, Antoine Liutkus and Meinard Müller 40th International conference on acoustics, speech and signal processing (ICASSP) [📎 pdf] [🌐 website] [💻 code] [📈 poster] [🔗 bibtex] |
2015
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Improving and Adapting Finite State Transducer Methods for Musical Accompaniment
Jon P. Forsyth, Rachel M. Bittner, Michael Musick and Juan Pablo Bello 41st International Computer Music Conference (ICMC) [📎 pdf] [📈 slides] [🔗 bibtex] |
2015
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Computer-aided melody note transcription using the Tony Software: Accuracy and efficiency
Matthias Mauch, Chris Cannam, Rachel M. Bittner, György Fazekas, Justin Salamon, Jiajie Dai, Juan Pablo Bello and Simon Dixon 1st International Conference on Technologies for Music Notation and Representation (TENOR) [📎 pdf] [🌐 website] [💻 code] [🔗 bibtex] |
2015
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JAMS: A JSON Annotation Music Specification for Reproducible MIR Research
Eric J. Humphrey, Justin Salamon, Oriol Nieto, Jon P. Forsyth, Rachel M. Bittner and Juan Pablo Bello 15th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [🌐 website] [💻 code] [📈 poster] [🔗 bibtex] |
2014
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MedleyDB: A Multitrack Dataset for Annotation-Intensive MIR Research
Rachel M. Bittner, Justin Salamon, Mike Tierney, Matthias Mauch, Chris Cannam and Juan Pablo Bello 15th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [💎 data] [💻 code] [📈 poster] [🔗 bibtex] |
2014
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Multimodal Information Management: Evaluation of Auditory and Haptic Cues for NextGen Communication Displays
Durand R. Begault, Rachel M. Bittner, and Mark R. Anderson Journal of the Audio Engineering Society 62 (6), 375-385 [📎 pdf] [🔗 bibtex] |
2014
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Signal Processing Methods for Removing the Effects of Whole-Body Vibration Upon Speech
Rachel M. Bittner and Durand R. Begault 39th International conference on acoustics, speech and signal processing (ICASSP) [📎 pdf] [video] [📈 poster] [🔗 bibtex] |
2014
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Pilot Workload and Speech Analysis: A Preliminary Investigation
Rachel M. Bittner, Durand R. Begault and Bonny R. Christopher 135th Audio Engineering Society Convention (AES) [📎 pdf] [📈 slides] [🔗 bibtex] |
2013
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Modeling Auditory-Haptic Cues from an Analog Multi-line Telephone
Durand R. Begault, Mark R. Anderson and Rachel M. Bittner 133rd Audio Engineering Society Convention (AES) [📎 pdf] [🔗 bibtex] |
2012
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Ph.D. Thesis
Data-Driven Fundamental Frequency Estimation
Rachel M. Bittner Ph.D. Thesis, Music and Audio Research Lab, New York University Advisor: Prof. Juan Pablo Bello Sponsoring Committee: Dr. Tristan Jehan, Prof. Agnieszka Roginska External Readers: Dr. Emilia Gómez, Dr. Johanna Devaney |
2018
🏆 Outstanding Dissertation Award |
Master's Thesis
Signal Processing Methods for Removing the Effects of Whole-Body Vibration upon Speech
Rachel M. Bittner Master's Thesis, Courant Institute of Mathematical Sciences, New York University Advisor: Prof. C. Sinan Gunturk External Readers: Dr. Durand R. Begault, Prof. Juan Pablo Bello |
2013
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Jump to:
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Technical Reports, Workshop Papers & Whitepapers
vocadito: A dataset of solo vocals with f0, note, and lyric annotations
Rachel M. Bittner, Katherine Pasalo, Juan José Bosch, Gabriel Meseguer-Brocal, David Rubinstein Technical Report [📎 pdf] [💎 data] |
2021
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Learned complex masks for multi-instrument source separation
Andreas Jansson, Rachel M. Bittner, Nicola Montecchio, Tillman Weyde Whitepaper [📎 pdf] |
2021
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Multitask Learning for Fundamental Frequency Estimation in Music
Rachel M. Bittner, Brian McFee, Juan P. Bello Whitepaper [📎 pdf] |
2018
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MUSDB18 - a corpus for music separation
Zafar Rafii, Antoine Liutkus, Fabian-Robert Stöter, Stylianos Ioannis Mimilakis, Rachel M. Bittner Technical Report [📎 pdf] [💎 data] |
2017
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Learning a Large-Scale Vocal Similarity Embedding for Music
Aparna Kumar, Rachel M. Bittner, Nicola Montecchio, Andreas Jansson, Maria Panteli, Eric J. Humphrey, and Tristan Jehan Machine Learning for Music Discovery Workshop, International Conference on Machine Learning (ICML), Sydney, Australia [📎 pdf] [📈 slides] |
2017
Invited Talk |
MedleyDB 2.0: New Data and a System for Sustainable Data Collection
Rachel M. Bittner, Julia Wilkins, Hanna Yip and Juan P. Bello Late breaking/demo extended abstract, 17th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [🌐 website] [💻 code] [📈 poster] [🔗 bibtex] |
2016
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pysox: Leveraging the Audio Signal Processing Power of SoX in Python
Rachel M. Bittner, Eric J. Humphrey and Juan P. Bello Late breaking/demo extended abstract, 17th International Society for Music Information Retrieval (ISMIR) conference [📎 pdf] [🌐 website] [💻 code] [📈 poster] [🔗 bibtex] |
2016
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Pump up the JAMS: v0.2 and beyond
Brian McFee, Eric J. Humphrey, Justin Salamon, Oriol Nieto, Jon P. Forsyth, Rachel M. Bittner and Juan P. Bello Technical Report [📎 pdf] [💻 code] [🔗 bibtex] |
2015
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