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2021

[WORKSHOP 2021]

15th workshop gRFIA

9th Music Encoding Conference (MEI 2021)

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Alicante, July 19-23

13th international workshop on Machine Learning and Music

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(online) September 18, 2020

Project: Handwritten Spanish Music Heritage Preservation by Automatic Transcription

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In this page: general info : members : partners : links : publications

General info:

Project Co-ordinator: Iñesta Quereda, José Manuel
Funding: Ministerio de Ciencia, Innovación y Universidades
Reference: TIN2017-86576-R
Budget: 80.000
Period: from 2018-01-01 to 2021-09-30
Web: https://grfia.dlsi.ua.es/hispamus/
Summary:

The HISPAMUS proposal aims at valorizing the Hispanic music heritage from the 15th to the 19th centuries, by exploiting the digital resources of music collections. HISPAMUS will try to provide smart access to archival manuscripts of music scores, allowing its reuse and exploitation. The project aims at generating the software tools needed to convert manuscript score images to a modern digital format, like MEI/MusicXML, ready to render modern notation scores, readable by a contemporary musician, and allowing the public to enjoy and search into the digital contents of these works, either as a musicologist or as a musician.

Members:

Partners:
Links:
Publications:

  1. Miguel Angel Román García
    "An End-to-End Framework for Audio-to-Score Music Transcription"
    PhD Thesis. Supervisors: Antonio Pertusa, Jorge Calvo-Zaragoza
    Universidad de Alicante (2021)
    : bibtex : more info
  2. Ríos-Vila; A.; Esplà-Gomis, M.; Rizo, D. ; Ponce de León, P.J.; Iñesta, J.M.
    "Applying Automatic Translation for Optical Music Recognition’s Encoding Step"
    Applied Sciences, vol. 11 (2021)
    : bibtex : more info
  3. Castellanos, F. J.; Valero-Mas, J.J.; Calvo-Zaragoza, J.;
    "Prototype Generation in the String Space via Approximate Median for Data Reduction in Nearest Neighbor classification"
    Soft Computing (2021)
    : bibtex : more info
  4. Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "Reconocimiento Óptico de Partituras (OMR) aplicado al Fonde de Música Tradicional IMF-CSIC"
    Musicología en Web. Patrimonio musical y Humanidades Digitales, ISBN: 978-3-967280-14-2, pp. 87-109 (2021)
    : bibtex : more info
  5. Castellanos, F. J.; Gallego, A. J.
    "Unsupervised Neural Document Analysis for Music Score Images"
    Proc. of the 3rd International Workshop on Reading Music Systems, pp. 50-54 (2021)
    : bibtex : more info
  6. Castellanos, F. J.; Gallego, A. J.; Calvo-Zaragoza, J.;
    "Unsupervised Neural Domain Adaptation for Document Image Binarization"
    Pattern Recognition, vol. 119, pp. 108099 (2021)
    : bibtex : more info
  7. Castellanos, F. J.; Calvo-Zaragoza, J.; Iñesta, J.M.
    "A neural approach for full-page Optical Music Recognition of mensural documents"
    Proceedings of the 21st International Society for Music Information Retrieval Conference, ISBN: 978-0-9813537-0-8, pp. 558-565, Montréal, Canada (2020)
    : bibtex : more info
  8. L. Micó, J. Oncina & J.M. Iñesta
    "Adaptively Learning to Recognize Symbols in Handwritten Early Music"
    Machine Learning and Knowledge Discovery in Databases, ISBN: 978-3-030-43887-6, pp. 470--477 (2020)
    : bibtex : more info
  9. Rico-Juan, J.R.; Valero-Mas, J.J.; Iñesta, J.M.
    "Bounding Edit Distance for similarity-based sequence classification on Structural Pattern Recognition"
    Applied Soft Computing, vol. 97 (Part A) (2020)
    : bibtex : more info : URL
  10. Valero-Mas, J. J.; Castellanos, F. J.
    "Data Reduction in the String Space for Efficient kNN Classification through Space Partitioning"
    Applied Sciences, vol. 10, pp. 3356 (2020)
    : bibtex
  11. Román, M.A., Pertusa, A., Calvo-Zaragoza, J.
    "Data representations for audio-to-score monophonic music transcription"
    Expert Systems with Applications, vol. 162, pp. 113769 (2020)
    : bibtex : URL
  12. Ríos-Vila, A.; Calvo-Zaragoza, J.; Rizo, D.
    "Evaluating Simultaneous Recognition and Encoding for Optical Music Recognition"
    DLfM 2020: 7th International Conference on Digital Libraries for Musicology, ISBN: 978-1-4503-8760-6, pp. 10-17 (2020)
    : bibtex : more info
  13. Ríos-Vila,A.; Calvo-Zaragoza, J.; Iñesta, J.M.
    "Exploring the two-dimensional nature of music notation for score recognition with end-to-end approaches"
    Proc. of 17th International Conference on Frontiers in Handwriting Recognition (ICFHR), ISBN: 978-1-7281-9966-5, pp. 193--198, Dormund (Germany) (2020)
    : bibtex : more info : proceedings
  14. Gallego, A.-J.; Calvo-Zaragoza, J.; Fisher, B.;
    "Incremental Unsupervised Domain-Adversarial Training of Neural Networks"
    IEEE Transactions on Neural Networks and Learning Systems (2020)
    : bibtex : pdf : more info : doi
  15. Gallego, A.-J; Calvo-Zaragoza, J.; Rico-Juan, J. R.
    "Insights Into Efficient k-Nearest Neighbor Classification With Convolutional Neural Codes"
    IEEE Access, vol. 8, pp. 99312-99326 (2020)
    : bibtex : more info : URL
  16. Thomae, M.E.; Ríos-Vila, A.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "Retrieving Music Semantics from Optical Music Recognition by Machine Translation"
    Music Encoding Conference Proceedings 26-29 May, 2020 Tufts University, Boston (USA), pp. 19-24 (2020)
    : bibtex : pdf : more info : Proceedings PDF
  17. Castellanos, F. J.; Calvo-Zaragoza, J.; Iñesta, J.M.
    "Two-step neural cross-domain experiments forfull-page recognition of Mensural documents"
    Proc. of the 13th International Workshop on Machine Learning and Music, pp. 56--60 (2020)
    : bibtex : more info
  18. Calvo-Zaragoza, J.; Hajic Jr., J.; Pacha, A.
    "Understanding Optical Music Recognition"
    ACM Computing Surveys, vol. 53, pp. 77 (2020)
    : bibtex : more info : Open Access
  19. Román, M.A.; Pertusa, A.; Calvo-Zaragoza, J.
    "A Holistic Approach to Polyphonic Music Transcription with Neural Networks"
    Proc. of the 20th International Society for Music Information Retrieval Conference, ISMIR, pp. 731--737, Delf, The Netherlands (2019)
    : bibtex : more info : URL
  20. Micó, L.; Oncina, J.; Iñesta, J.M.
    "Adaptively learning to recognize symbols in handwritten early music"
    procedings of the ECML/PKDD 12th International Workshop on Machine Learning and Music (MML 2019), Würzburg (Germany) (2019)
    : bibtex : pdf : more info
  21. Rizo, D.; Marsden, A.
    "An MEI-based standard encoding for hierarchical music analyses"
    International Journal on Digital Libraries, vol. 20, pp. 93--105 (2019)
    : bibtex : more info
  22. Alfaro-Contreras, M.; Calvo-Zaragoza, J.; Iñesta, J.M.
    "Approaching End-to-end Optical Music Recognition for Homophonic Scores"
    Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2019, ISBN: 978-3-030-31321-0, pp. 147--158, Madrid (2019)
    : bibtex : more info
  23. Garay-Maestre, Unai; Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
    "Data Augmentation via Variational Auto-Encoders"
    Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, ISBN: 978-3-030-13469-3, pp. 29--37 (2019)
    : bibtex : more info : URL
  24. Rizo. D.
    "DLfM '19: 6th International Conference on Digital Libraries for Musicology"
    Rizo, D. (Eds.) ACM, , ISBN: 978-1-4503-7239-8, The Hague, Netherlands (2019)
    : bibtex : more info
  25. Mateiu, Tudor N.; Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
    "Domain Adaptation for Handwritten Symbol Recognition: A Case of Study in Old Music Manuscripts"
    Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA, ISBN: 978-3-030-31321-0, pp. 135--146, Madrid, Spain (2019)
    : bibtex : more info
  26. Nuñez-Alcover, Alicia; Ponce de León, P. J.; and Calvo-Zaragoza, J.
    "Glyph and Position Classification of Music Symbols in Early Music Manuscripts"
    Proc. of the 9th Iberian Conference on Pattern Recognition and Image Analysis, LNCS vol. 11867, ISBN: 978-3-030-31331-9, pp. 159-168, Madrid, Spain (2019)
    : bibtex : pdf : more info
  27. Calvo-Zaragoza, J.; Toselli, A.H.; Vidal, E.
    "Handwritten Music Recognition for Mensural Notation with Convolutional Recurrent Neural Networks"
    Pattern Recognition Letters, vol. 128, pp. 115--121 (2019)
    : bibtex : pdf : DOI
  28. Gallego, Antonio-Javier; Pertusa, Antonio; Bernabeu, Marisa
    "Multi-Label Logo Classification using Convolutional Neural Networks"
    Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA, ISBN: 978-3-030-31332-6, pp. 485--497, Madrid, Spain (2019)
    : bibtex : more info : URL
  29. Iñesta, J.M.; Rizo, D.; Calvo-Zaragoza, J.
    "MuRET as a software for the transcription of historical archives"
    Proceedings of the 2nd Workshop on Reading Music Systems, WoRMS, pp. 12--15, Delft (The Nederlands) (2019)
    : bibtex : pdf : more info : Workshop site
  30. Rios-Vila, A.; Calvo-Zaragoza:J.; Rizo, D.; Iñesta, JM.
    "ReadSco: An Open-Source Web-Based Optical Music Recognition Tool"
    Proc. of the 2nd International Workshop on Reading Music Systems, WoRMS 2019, pp. 27-330, Delft (The Netherlands) (2019)
    : bibtex : pdf : more info
  31. Iñesta, J.M.; Rizo, D.; Calvo-Zaragoza, J.
    "Recognition, encoding, and transcription of early mensural handwritten music"
    procedings of the 13th International Workshop on Graphics Recognition (GREC 2019), pp. 13-14, Sydney (Australia) (2019)
    : bibtex
  32. Valero-Mas, J.J.; Benetos, E.; Iñesta, J.M.
    "A supervised classification approach for note tracking in polyphonic piano transcription"
    Journal of New Music Research, vol. 47, pp. 249--263 (2018)
    : bibtex : more info : RUA
  33. Román, M.A.;Pertusa, A.;Calvo, J.
    "An End-to-End Framework for Audio-to-Score Music Transcription on Monophonic Excerpts"
    Proc. of the 19th International Society for Music Information Retrieval Conference (ISMIR), Paris, France (2018)
    : bibtex : more info : URL
  34. Calvo-Zaragoza, J.; Castellanos, F. J.; Vigliensoni, G.; Fujinaga, I
    "Deep Neural Networks for Document Processing of Music Score Images"
    Applied Sciences, vol. 8, pp. 654 (2018)
    : bibtex : more info : Open Access
  35. Castellanos, F. J.; Calvo-Zaragoza, J.; Vigliensoni, G.; Fujinaga, I.
    "Document Analysis of Music Score Images with Selectional Auto-Encoders"
    Proceedings of the19th International Society for Music Information Retrieval Conference, pp. 256-263, Paris, France (2018)
    : bibtex : more info
  36. Calvo-Zaragoza, J.; Rizo, D.
    "End-to-End Neural Optical Music Recognition of Monophonic Scores"
    Applied Sciences, vol. 8, pp. 606--623 (2018)
    : bibtex : more info : Open Access Journal URL
  37. Iñesta, J.M.; Ponce de León, P.J.; Rizo, D.; Oncina, J.; Micó L.; Rico-Juan, J.R.; Pérez-Sancho, C.; Pertusa, A.
    "HISPAMUS: Handwritten Spanish Music Heritage Preservation by Automatic Transcription"
    Proceedings of the 1st Workshop on Reading Music Systems, WoRMS, pp. 17--18, Paris (2018)
    : bibtex : pdf : more info : Workshop site
  38. Gallego, A.J.; Pertusa, A.; Calvo-Zaragoza, J.
    "Improving Convolutional Neural Networks’ Accuracy in Noisy Environments Using k-Nearest Neighbors"
    Applied Sciences, vol. 8 (2018)
    : bibtex : more info : URL
  39. Micó, Luisa; Iñesta, José Manuel; Rizo, David
    "Incremental Learning for Recognition of Handwritten Mensural Notation"
    ICML joint workshop on Machine Learning for Music. (2018)
    : bibtex : pdf : more info : Workshop URL
  40. Rizo, D.; Calvo-Zaragoza, J.; Iñesta, J.M.
    "MuRET: a music recognition, encoding, and transcription tool"
    Proceedings of the 5th International Conference on Digital Libraries for Musicology (DLfM'18), ISBN: 978-1-4503-6522-2, pp. 52--56, París, France (2018)
    : bibtex : more info : URL
  41. Sober-Mira, J.; Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "Pen-Based Music Document Transcription with Convolutional Neural Networks"
    Graphics Recognition. Current Trends and Evolutions, ISBN: 978-3-030-02284-6, pp. 71--80 (2018)
    : bibtex : more info
  42. Rizo, D.; Pascual-León, N.; Sapp, C.S.
    "White Mensural Manual Encoding: from Humdrum to MEI"
    Cuadernos de Investigación Musical, pp. 373-393 (2018)
    : bibtex : pdf : more info : Journal URL
  43. Calvo-Zaragoza, Jorge; Rizo, David
    "{Camera-PrIMuS}: Neural End-to-End Optical Music Recognition on Realistic Monophonic Scores"
    Proceedings of the 19th International Society of Music Information Retrieval (ISMIR) (2018)
    : bibtex : pdf : more info : Conference URL with PDFs

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