Peer-Reviewed Publications
2018 |
CREPE: A Convolutional Representation for Pitch Estimation
J. W. Kim, J. Salamon, P. Li, and J. P. Bello. In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Calgary, Canada, Apr. 2018. [IEEE][PDF][BibTeX][Copyright] Investigating the Effect of Sound-Event Loudness on Crowdsourced Audio Annotations M. Cartwright, J. Salamon, A. Seals, O. Nov, and J. P. Bello In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Calgary, Canada, Apr. 2018. [IEEE][PDF][BibTeX][Copyright] Birdvox-Full-Night: A Dataset and Benchmark for Avian Flight Call Detection V. Lostanlen, J. Salamon, A. Farnsworth, S. Kelling, and J. P. Bello In IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Calgary, Canada, Apr. 2018. [IEEE][PDF][BibTeX][Copyright] Sound analysis in smart cities J. P. Bello, C. Mydlarz, and J. Salamon. In T. Virtanen, M. D. Plumbley, and D. P. W. Ellis, editors, Computational Analysis of Sound Scenes and Events, pages 373–397. Springer International Publishing, 2018. [Springer][Email me for a PDF][BibTeX] |
2017 |
Seeing sound: Investigating the effects of visualizations and complexity on crowdsourced audio annotations
M. Cartwright, A. Seals, J. Salamon, A. Williams, S. Mikloska, D. MacConnell, E. Law, J. Bello, and O. Nov. Proceedings of the ACM on Human-Computer Interaction, 1(2), 2017. [ACM][PDF][BibTeX][Companion site] Scaper: A Library for Soundscape Synthesis and Augmentation J. Salamon, D. MacConnell, M. Cartwright, P. Li, and J. P. Bello. In IEEE Workshop on Applications of Signal Processing to Audio and Acoustics (WASPAA), New Paltz, NY, USA, Oct. 2017. [IEEE][PDF][BibTeX][Copyright] Deep Salience Representations for f0 Estimation in Polyphonic Music R. M. Bittner, B. McFee, J. Salamon, P. Li, and J. P. Bello. In 18th International Society for Music Information Retrieval Conference (ISMIR), Suzhou, China, Oct. 2017. [ISMIR][PDF][BibTeX] - ISMIR 2017 Best Student Paper Award Pitch Contours as a Mid-Level Representation for Music Informatics R. M. Bittner, J. Salamon, J. J. Bosch, and J. P. Bello. In AES Conference on Semantic Audio, Erlangen, Germany, Jun. 2017. [AES][PDF][BibTeX] - AES International Conference on Semantic Audio 2017 Best Student Paper Award Deep Convolutional Neural Networks and Data Augmentation For Environmental Sound Classification J. Salamon and J. P. Bello IEEE Signal Processing Letters, 24(3), pages 279 - 283, 2017. [IEEE][PDF][BibTeX][Copyright] Fusing Shallow and Deep Learning for Bioacoustic Bird Species Classification J. Salamon, J. P. Bello, A. Farnsworth and S. Kelling In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), New Orleans, USA, March 2017. [IEEE][PDF][BibTeX][Copyright] |
2016 |
Towards the Automatic Classification of Avian Flight Calls for Bioacoustic Monitoring
J. Salamon , J. P. Bello, A. Farnsworth, M. Robbins, S. Keen, H. Klinck and S. Kelling PLOS ONE 11(11): e0166866, 2016. doi: 10.1371/journal.pone.0166866. [PLOS ONE][PDF][BibTeX] The Implementation of Low-cost Urban Acoustic Monitoring Devices C. Mydlarz, J. Salamon and J. P. Bello Applied Acoustics, special issue on Acoustics for Smart Cities, 2016. [Elsevier][PDF][BibTex] Ensemble: A Hybrid Human-Machine System for Generating Melody Scores From Audio T. Tse, J. Salamon, A. Williams, H. Jiang and E. Law Proc. 17th International Society for Music Information Retrieval Conference (ISMIR 2016), New York City, USA, Aug. 2016. [ISMIR][PDF][BibTex] A Comparison of Melody Extraction Methods Based on Source-Filter Modelling J. J. Bosch, R. M. Bittner, J. Salamon, and E. Gómez Proc. 17th International Society for Music Information Retrieval Conference (ISMIR 2016), New York City, USA, Aug. 2016. [ISMIR][PDF][BibTex] |
2015 |
Melody Extraction by Contour Classification
R. Bittner, J. Salamon, S. Essid and J. P. Bello Proc. 16th International Society for Music Information Retrieval Conference (ISMIR 2015), Malaga, Spain, Oct. 2015. [ISMIR][PDF][BibTex] - ISMIR 2015 Best Oral Presentation Award (news item) Feature Learning with Deep Scattering for Urban Sound Analysis J. Salamon and J. P. Bello 2015 European Signal Processing Conference (EUSIPCO), Nice, France, August 2015. [EURASIP][PDF][BibTex] Analyzing the influence of pitch quantization and note segmentation on singing voice alignment in the context of audio-based Query-by-Humming J. Valero-Mas, J. Salamon, and E. Gómez In Sound and Music Computing Conference, Maynooth, Ireland, Jul. 2015. [SMC][PDF][BibTex] Computer-aided melody note transcription using the Tony software: Accuracy and efficiency M. Mauch, C. Cannam, R. Bittner, G. Fazekas, J. Salamon, J. Dai, J. P. Bello, and S. Dixon In First International Conference on Technologies for Music Notation and Representation (TENOR), Paris, France, May 2015. [TENOR][PDF][BibTex] Unsupervised Feature Learning for Urban Sound Classification J. Salamon and J. P. Bello In IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Brisbane, Australia, April 2015. [IEEE][DOI][PDF][BibTeX][Copyright] |
2014 |
A Dataset and Taxonomy for Urban Sound Research
J. Salamon, C. Jacoby and J. P. Bello In Proc. 22nd ACM International Conference on Multimedia, Orlando, USA, Nov. 2014. [ACM][PDF][BibTeX] mir_eval: A Transparent Implementation of Common MIR Metrics C. Raffel, B. McFee, E. J. Humphrey, J. Salamon, O. Nieto, D. Liang and D. P. W. Ellis Proc. 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan, Oct. 2014. [ISMIR][PDF][BibTeX] - ISMIR 2014 Best Poster Presentation Award (news item) MedleyDB: A Multitrack Dataset for Annotation-Intensive MIR Research R. M. Bittner, J. Salamon, M. Tierney, M. Mauch, C. Cannam and J. P. Bello In Proc. 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan, Oct. 2014. [ISMIR][PDF][BibTeX] JAMS: A JSON Annotated Music Specification for Reproducible MIR Research E. J. Humphrey, J. Salamon, O. Nieto, J. Forsyth, R. M. Bittner and J. P. Bello In Proc. 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan, October 2014. [ISMIR][PDF][BibTeX] Sensing Urban Soundscapes T. H. Park, J. Turner, M. Musick, J. H. Lee, C. Jacoby, C. Mydlarz and J. Salamon In Proc. EDBT/ICDT Workshops, pp. 375-382, Mar. 2014. [CEUR][PDF][BibTeX] Melody Extraction from Polyphonic Music Signals: Approaches, Applications and Challenges J. Salamon, E. Gómez, D. P. W. Ellis and G. Richard IEEE Signal Processing Magazine, 31(2):118-134, Mar. 2014. [IEEE][DOI][PDF][BibTeX][Copyright] Automatic Tonic Identification in Indian Art Music: Approaches and Evaluation S. Gulati, A. Bellur, J. Salamon, H. G. Ranjani, V. Ishwar, H. A. Murthy, and X. Serra J. of New Music Research, 43(1):53–71, Mar. 2014. [Taylor & Francis][DOI][PDF][BibTeX] |
2013 |
ESSENTIA: an Audio Analysis Library for Music Information Retrieval
D. Bogdanov, N. Wack, E. Gómez, S. Gulati, P. Herrera, O. Mayor, G. Roma, J. Salamon, J. Zapata and X. Serra In Proc. 14th International Society for Music Information Retrieval Conference (ISMIR 2013), Curitiba, Brazil, Nov. 2013. [ISMIR][PDF][BibTeX] ESSENTIA: an Open-Source Library for Sound and Music Analysis D. Bogdanov, N. Wack, E Gómez, S. Gulati, P. Herrera, O. Mayor, G. Roma, J. Salamon, J. Zapata and X. Serra In 21st ACM Int. Conf. on Multimedia, Barcelona, Spain, Oct. 2013. [ACM][PDF][BibTeX] - ACM Multimedia 2013 Best Open Source Software Award Tonal Representations for Music Retrieval: From Version Identification to Query-by-Humming J. Salamon, J. Serrà and E. Gómez Int. J. of Multimedia Information Retrieval, special issue on Hybrid Music Information Retrieval, 2(1):45-58, Mar. 2013. [Springer][DOI][PDF][BibTeX] |
2012 |
Statistical Characterisation of Melodic Pitch Contours and its Application for Melody Extraction
J. Salamon, G. Peeters and A. Röbel In Proc. 13th International Society for Music Information Retrieval Conference (ISMIR 2012), Porto, Portugal, October 2012. [ISMIR][PDF][BibTeX] Current Challenges in the Evaluation of Predominant Melody Extraction Algorithms J. Salamon and J. Urbano In Proc. 13th International Society for Music Information Retrieval Conference (ISMIR 2012), Porto, Portugal, October 2012. [ISMIR][PDF][BibTeX] A Multipitch Approach to Tonic Identification in Indian Classical Music J. Salamon, S. Gulati and X. Serra In Proc. 13th International Society for Music Information Retrieval Conference (ISMIR 2012), Porto, Portugal, October 2012. [ISMIR][PDF][BibTeX] Predominant Fundamental Frequency Estimation vs Singing Voice Separation for the Automatic Transcription of Accompanied Flamenco Singing E. Gómez, F. Cañadas, J. Salamon, J. Bonada, P. Vera and P. Cabañas In Proc. 13th International Society for Music Information Retrieval Conference (ISMIR 2012), Porto, Portugal, October 2012. [ISMIR][PDF][BibTeX] Tracking Melodic Patterns in Flamenco Singing by Analyzing Polyphonic Music Recordings A. Pikrakis, F. Gómez, S. Oramas, J. M. D. Báñez, J. Mora, F. Escobar, E. Gómez and J. Salamon In Proc. 13th International Society for Music Information Retrieval Conference (ISMIR 2012), Porto, Portugal, October 2012. [ISMIR][PDF][BibTeX] Melody Extraction from Polyphonic Music Signals using Pitch Contour Characteristics J. Salamon and E. Gómez IEEE Transactions on Audio, Speech and Language Processing, 20(6):1759-1770, Aug. 2012. [IEEE][DOI][PDF][BibTeX][Copyright] A Two-stage Approach for Tonic Identification in Indian Art Music S. Gulati, J. Salamon and X. Serra in 2nd CompMusic Workshop, Istanbul, Turkey, July 2012. Melody, Bass Line, and Harmony Representations for Music Version Identification J. Salamon, J. Serrà and E. Gómez In Proc. 21st International World Wide Web Conference (WWW 2012): 4th International Workshop on Advances in Music Information Research (AdMIRe 2012), Lyon, France, April 2012. [ACM][DOI][PDF][BibTeX] Automatic Transcription of Flamenco Singing from Monophonic and Polyphonic Music Recordings E. Gómez, J. Bonada and J. Salamon 2nd International Workshop on Folk Music Analysis (FMA), 3rd Interdisciplinary Conference on Flamenco Research (INFLA), Sevilla, Spain, April 2012. Automatic Detection of Melodic Patterns in Flamenco Singing by Analyzing Polyphonic Music Recordings F. Gómez, A. Pikrakis, J. Mora, J. M. Díaz-Bañez, E. Gómez, F. Escobar, S. Oramas and J. Salamon 2nd International Workshop on Folk Music Analysis (FMA), 3rd Interdisciplinary Conference on Flamenco Research (INFLA), Sevilla, Spain, April 2012. Musical Genre Classification using Melody Features Extracted from Polyphonic Music Signals J. Salamon, B. Rocha and E. Gómez In Proc. IEEE Int. Conference on Acoustics, Speech and Signal Processing (ICASSP), Kyoto, Japan, Mar. 25-30, 2012. [IEEE][DOI][PDF][BibTeX][Copyright] |
2011 and prior |
Sinusoid Extraction and Salience Function Design for Predominant Melody Estimation
J. Salamon, E. Gómez and J. Bonada In Proc. 14th Int. Conference on Digital Audio Effects (DAFx-11), Paris, France, September 19-23, 2011. [DAFx][PDF][BibTeX] A Quantitative Evaluation of a Two Stage Retrieval Approach for a Melodic Query by Example System J. Salamon and M. Rohrmeier In Proc. 10th Int. Society for Music Information Retrieval Conference (ISMIR 2009), pages 255-260, Kobe, Japan, 2009. [ISMIR][PDF][BibTeX] A Chroma-based Salience Function for Melody and Bass Line Estimation from Music Audio Signals J. Salamon and E. Gómez In 6th Sound and Music Computing Conference (SMC 2009), pages 331-336, Porto, Portugal, 2009. [SMC][PDF][BibTeX] |
Other contributions
Pitch Analysis for Active Music Discovery
J. Salamon
Invited talk, Machine Learning for Music Discovery workshop, International Conference on Machine Learning (ICML), invited talk, New York City, NY, USA, June 2016.
[PDF][Slides]
Pump Up The JAMS: V0.2 And Beyond
B. McFee, E. J. Humphrey, O. Nieto, J. Salamon, R. Bittner, J. Forsyth, J. P. Bello
Technical report, October 2015.
[PDF]
MIR.EDU: An Open-Source Library for Teaching Sound and Music Description
J. Salamon and E. Gómez
Late breaking/demo extended abstract, 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan, October 2014.
[PDF]
Melody Extraction from Polyphonic Music: MIREX 2011
J. Salamon and E. Gómez
In Music Information Retrieval Evaluation eXchange (MIREX) 2011, extended abstract, Miami, USA, 2011.
- Obtained the highest overall accuracy for melody extraction in MIREX 2011.
Melody Extraction from Polyphonic Music Audio
J. Salamon and E. Gómez
In Music Information Retrieval Evaluation eXchange (MIREX) 2010, extended abstract, Utrecht, The Netherlands, 2010.
J. Salamon
Invited talk, Machine Learning for Music Discovery workshop, International Conference on Machine Learning (ICML), invited talk, New York City, NY, USA, June 2016.
[PDF][Slides]
Pump Up The JAMS: V0.2 And Beyond
B. McFee, E. J. Humphrey, O. Nieto, J. Salamon, R. Bittner, J. Forsyth, J. P. Bello
Technical report, October 2015.
[PDF]
MIR.EDU: An Open-Source Library for Teaching Sound and Music Description
J. Salamon and E. Gómez
Late breaking/demo extended abstract, 15th International Society for Music Information Retrieval Conference (ISMIR 2014), Taipei, Taiwan, October 2014.
[PDF]
Melody Extraction from Polyphonic Music: MIREX 2011
J. Salamon and E. Gómez
In Music Information Retrieval Evaluation eXchange (MIREX) 2011, extended abstract, Miami, USA, 2011.
- Obtained the highest overall accuracy for melody extraction in MIREX 2011.
Melody Extraction from Polyphonic Music Audio
J. Salamon and E. Gómez
In Music Information Retrieval Evaluation eXchange (MIREX) 2010, extended abstract, Utrecht, The Netherlands, 2010.
Theses
Melody Extraction from Polyphonic Music Signals
J. Salamon
Ph.D. thesis, Universitat Pompeu Fabra, Barcelona, Spain, 2013.
[MTG][EURASIP][PDF][BibTeX]
Chroma-based Predominant Melody and Bass Line Extraction from Music Audio Signals
J. Salamon
Master’s thesis, Universitat Pompeu Fabra, Barcelona, 2008.
[MTG][PDF][BibTeX]
MuSearch Query by Example Search Engine
J. Salamon
Undergraduate dissertation, University of Cambridge, Cambridge, 2007.
[PDF]
J. Salamon
Ph.D. thesis, Universitat Pompeu Fabra, Barcelona, Spain, 2013.
[MTG][EURASIP][PDF][BibTeX]
Chroma-based Predominant Melody and Bass Line Extraction from Music Audio Signals
J. Salamon
Master’s thesis, Universitat Pompeu Fabra, Barcelona, 2008.
[MTG][PDF][BibTeX]
MuSearch Query by Example Search Engine
J. Salamon
Undergraduate dissertation, University of Cambridge, Cambridge, 2007.
[PDF]
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© Copyright IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
