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15th workshop gRFIA

9th Music Encoding Conference (MEI 2021)


Alicante, July 19-23

13th international workshop on Machine Learning and Music


(online) September 18, 2020

Pertusa Ibáñez, Antonio Jorge

Associate Professor

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In this page: contact : research : publications : links

No foto available
  Department of Software and Computing Systems.
  University of Alicante.
  E-03080 Alicante.

  E-mail:    pertusa at dlsi.ua.es
  Telephone: +34 96 5903400 ext. 2972

Other pages: Teaching, Personal


Curriculum Vitae:not available yet

Research Interests:Deep learning applied to remote sensing, medical data and music information retrieval tasks.


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  1. Arroyo, V.; Valero-Mas, J. J.; Calvo-Zaragoza, J.; Pertusa, A.
    "Neural audio-to-score music transcription for unconstrained polyphony using compact output representations"
    Proc. of the IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Singapur, Singapur (2022)
    : bibtex : more info
  2. Calvo-Zaragoza, J.; Pertusa, A.; Gallego, A.-J.; Iñesta, J.M.; Mico, L.; Oncina, J.; Perez-Sancho, C.; Ponce de León, P.J.; Rizo, D.
    "MultiScore Project: Multimodal Transcription of Music Scores"
    Proceedings of the 14th Machine Learning and Music Workshop, pp. 3 (2021)
    : bibtex : pdf : more info
  3. Bustos, A.; Pertusa, A.; Salinas, J.M.; de la Iglesia-Vayá, M.
    "PadChest: A large chest x-ray image dataset with multi-label annotated reports"
    Medical Image Analysis, vol. 66, pp. 101797 (2020)
    : bibtex : more info : Paper : Preprint
  4. de la Iglesia Vayá, M., Saborit, J.M.; Montell, J.A.; Pertusa, A.; Bustos, A.; Cazorla, M.; Galant, J.; Barber, X.; Orozco-Beltrán, D.; García-García, F.; Caparrós, M.; González, G.; Salinas, J.M.
    "BIMCV COVID-19+: a large annotated dataset of RX and CT images from COVID-19 patients"
    ArXiv:2006.01174 (2020)
    : bibtex : more info : Preprint
  5. González, G.; Bustos, A.; Salinas, J.M.; de la Iglesia-Vaya, M.; Galant, J.; Cano-Espinosa, C.; Barber, X.; Orozco-Beltrán, D.; Cazorla, M.; Pertusa, A.
    "UMLS-ChestNet: A deep convolutional neural network for radiological findings, differential diagnoses and localizations of COVID-19 in chest x-rays"
    arxiv:2006.05274 (2020)
    : bibtex : more info : Preprint
  6. Martinez-Martin, E.; Pertusa, A.; Costa, A.; Gomez-Donoso, F.; Escalona, F.; Viejo, D.; Cazorla, M.
    "The competition as assessment tool in robotics engineering"
    INTED2020 Proceedings, ISBN: 978-84-09-17939-8, pp. 1082-1085, Valencia, Spain (2020)
    : bibtex : more info
  7. 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
  8. Saborit-Torres, J. M.; Saenz-Gamboa, J.J.; Montell, J.À.; Salinas, J.M.; Gómez, J.A.; Stefan, I.; Caparrós, M.; García-García, F.; Domenech, J.; Manjón, J. V.; Rojas, G.; Pertusa, A.;Bustos, A.; González, G.; Galant, J.; de la Iglesia-Vayá, M.
    "Medical imaging data structure extended to multiple modalities and anatomical regions"
    ArXiv:2010.00434 (2020)
    : bibtex : more info : Preprint
  9. Alashhab, Samer; Gallego, Antonio-Javier; Pertusa, Antonio; Gil, Pablo
    "Precise Ship Location With CNN Filter Selection From Optical Aerial Images"
    IEEE Access, vol. 7, pp. 96567-96582 (2019)
    : bibtex : more info : URL
  10. Gallego, A.J.; Gil, P.; Pertusa, A.; Fisher, R.B.
    "Semantic Segmentation of SLAR Imagery with Convolutional LSTM Selectional AutoEncoders"
    Remote Sensing, vol. 11, pp. 1-22 (2019)
    : bibtex : more info : URL
  11. Gallego, A.J.; Pertusa, A.; Gil, P.; Fisher, R.B.
    "Detection of bodies in maritime rescue operations using unmanned aerial vehicles with multispectral cameras"
    Journal of Field Robotics, vol. 36, pp. 782-796 (2019)
    : bibtex : more info : URL
  12. 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
  13. Ortega-Bastida, Javier; Gallego, Antonio-Javier; Pertusa, Antonio
    "Multimodal Object Recognition Using Deep Learning Representations Extracted from Images and Smartphone Sensors"
    Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, ISBN: 978-3-030-13469-3, pp. 521--529 (2019)
    : bibtex : more info : URL
  14. 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
  15. Bustos, A;Pertusa, A.
    "Learning Eligibility in Cancer Clinical Trials using Deep Neural Networks"
    Applied Sciences, vol. 8 (2018)
    : bibtex : more info : URL
  16. Gallego, A.J.; Gil, P.; Pertusa, A.; Fisher, R.B.
    "Segmentation of Oil Spills on Side-Looking Airborne Radar Imagery with Autoencoders"
    Sensors, vol. 18, pp. 1424-8220 (2018)
    : bibtex : more info : URL
  17. 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
  18. Gallego, A.J.; Pertusa, A.; Gil, P.
    "Automatic Ship Classification from Optical Aerial Images with Convolutional Neural Networks"
    Remote Sensing, vol. 10, pp. 20 (2018)
    : bibtex : more info : URL
  19. 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
  20. Nieto-Hidalgo, M.; Gallego, A.J.; Gil, P.; Pertusa, A.
    "Two-Stage Convolutional Neural Network for Ship and Spill Detection Using SLAR Images"
    IEEE Transactions on Geoscience and Remote Sensing, vol. 56, pp. 5217-5230 (2018)
    : bibtex : more info : URL
  21. Pertusa, A; Gallego, A.-J; Bernabeu, M.
    "MirBot: A collaborative object recognition system for smartphones using convolutional neural networks"
    Neurocomputing, vol. 293, pp. 87-99 (2018)
    : bibtex : more info : Preprint : URL
  22. 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
  23. Alacid, B.; Gallego, A-J.; Gil, P.; Pertusa, A.
    "Oil Slicks Detection in SLAR Images with Autoencoders"
    5th International Symposium on Sensor Science, Barcelona, Spain (2017)
    : bibtex : more info : url
  24. Calvo-Zaragoza, J.: Pertusa, A.; Oncina, J.
    "Staff-line detection and removal using a convolutional neural network"
    Machine Vision and Applications, pp. 1-10 (2017)
    : bibtex : more info : URL
  25. Calvo-Zaragoza, J.; Gallego, A.-J.; Pertusa, A.
    "Recognition of Handwritten Music Symbols with Convolutional Neural Codes"
    14th IAPR International Conference on Document Analysis and Recognition (ICDAR), pp. 691--696, Kyoto, Japan (2017)
    : bibtex : more info : URL
  26. Calvo-Zaragoza, J.; Valero-Mas, J.J.; Pertusa, A
    "End-To-End Optical Music Recognition using Neural Networks"
    Proc. of International Society for Music Information Retrieval Conference (ISMIR), Suzhou, China (2017)
    : bibtex : more info : pdf
  27. Bernabeu, M.; Pertusa, A.; Gallego, A.J.
    "Image spatial verification using Segment Intersection of Interest Points"
    Proc. of the 24 Int. Conf. in Central Europe on Computer Graphics, Visualization and Computer Vision (WSCG), ISBN: 2464-4614 (2016)
    : bibtex : pdf : more info
  28. Pertusa, A.; Gallego, A.-J.; Bernabeu, M.
    "MirBot: A multimodal interactive image retrieval system"
    Lecture Notes in Computer Science, vol. 7887, pp. 197-204 (2013)
    : bibtex : more info : URL
  29. Piccoli, H. C. B.; Silla, C. N. Jr.; Ponce de León, P. J.; Pertusa, A.
    "An Evaluation of Symbolic Feature Sets and Their Combination for Music Genre Classification"
    Proc. of the 2013 IEEE International Conference on Systems, Man and Cybernetics (SMC), ISBN: 978-0-7695-5154-8, pp. 1901-1905, Manchester, UK (2013)
    : bibtex : pdf : more info : IEE Xplore page
  30. Pertusa, A.;Iñesta, J.M.
    "Efficient methods for joint estimation of multiple fundamental frequencies in music signals"
    EURASIP Journal on Advances in Signal Processing, vol. 2012, pp. 27 (2012)
    : bibtex : more info : URL
  31. Pérez-García, T., Iñesta, J.M., Ponce de León, P.J., Pertusa, A.
    "A Multimodal Music Transcription Prototype"
    Proc. of International Conference on Multimodal Interaction, ICMI 2011, ISBN: 978-1-4503-0641-6, pp. 315--318, Alicante, Spain (2011)
    : bibtex : more info
  32. Pertusa, A.
    "Computationally efficient methods for polyphonic music transcription"
    PhD Thesis. Supervisors: Iñesta, José M.
    Universidad de Alicante (2010)
    : bibtex : pdf : more info
  33. Thomas Lidy, Rudolf Mayer, Andy Rauber, Pedro J. Ponce de León, Antonio Pertusa, José M. Iñesta
    "A Cartesian Ensemble of Feature Subspace Classifiers for Music Categorization"
    Proceedings of the 11th International Society for Music Information Retrieval Conference (ISMIR 2010), ISBN: 978-90-393-53813, pp. 279-284, Utrecht, Netherlands (2010)
    : bibtex : pdf : more info : on-line at ISMIR site : Poster : Talk slides
  34. Pertusa A.; Iñesta J. M.
    "Note Onset Detection Using One Semitone Filter-Bank For MIREX 2009"
    MIREX 2009 - Music Information Retrieval Evaluation eXchange, MIREX Audio Onset Detection, Kobe, Japan. (2009)
    : bibtex : pdf : MIREX 2009
  35. T. Lidy; A. Grecu; A. Rauber; A. Pertusa; P. J. Ponce de León; J. M. Iñesta
    "A Multi-Feature-Set Multi-Classifier Ensemble Approach For Audio Music Classification"
    Music Information Retrieval Evaluation eXchange (MIREX 2009), Kobe, Japan (2009)
    : bibtex : more info : MIREX 2009
  36. Lidy T.; Rauber A.; Pertusa A.; Ponce de León P.J.; Iñesta J. M.
    "MIREX 2008: Audio Music Classification Using A Combination Of Spectral, Timbral, Rhythmic, Temporal And Symbolic Features."
    MIREX 2008 - Music Information Retrieval Evaluation eXchange, MIREX Genre Classification Contest., Philadelphia, Pennsylvania, USA (2008)
    : bibtex : pdf : more info : MIREX 2008
  37. Pertusa A., Iñesta J.M.
    "Multiple Fundamental Frequency estimation using Gaussian smoothness"
    Proc. of the IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, ICASSP 2008, ISBN: 1-4244-1484-9, pp. 105-108, Las Vegas, USA (2008)
    : bibtex : pdf
  38. Pertusa A.; Iñesta J. M.
    "Multiple Fundamental Frequency Estimation Using Gaussian Smoothness And Short Context."
    MIREX 2008 - Music Information Retrieval Evaluation eXchange, MIREX Fundamental Frequency Estimation & Tracking Contest., Philadelphia, Pennsylvania, USA (2008)
    : bibtex : pdf : MIREX 2008
  39. Espí D., Ponce de León P.J., Pérez-Sancho C., Rizo D., Iñesta J.M., Moreno-Seco F., Pertusa A.
    "A cooperative approach to style-oriented music composition"
    Proc. of the Int. Workshop on Artificial Intelligence and Music, MUSIC-AI, pp. 25-36, Hyderabad, India (2007)
    : bibtex : pdf : URL
  40. Lidy T., Rauber A., Pertusa A., Iñesta J.M.
    "Improving genre classification by combination of audio and symbolic descriptors using a transcription system"
    Proc. of the 8th Int. Conf. on Music Information Retrieval, ISMIR 2007, pp. 61-66, Vienna, Austria (2007)
    : bibtex : pdf
  41. Lidy T.; Rauber A.; Pertusa A.; Iñesta J. M.
    "MIREX 2007: Combining Audio And Symbolic Descriptors For Music Classification From Audio."
    MIREX 2007 - Music Information Retrieval Evaluation eXchange, MIREX Genre Classification Contest., Vienna, Austria (2007)
    : bibtex : pdf : more info : URL
  42. Pertusa, A.; Iñesta, J.M.
    "Multiple fundamental frequency estimation based on spectral pattern loudness and smoothness"
    MIREX 2007 - Music Information Retrieval Evaluation eXchange, MIREX Fundamental Frequency Estimation & Tracking Contest., Vienna, Austria (2007)
    : bibtex : pdf : more info : MIREX contest 2007 in ISMIR
  43. Ramírez R., Maestre E., Pertusa A.
    "Identifying saxophonists from their playing styles"
    Proc. of the 30th Audio Engineering Society (AES) Conference, Saariselkä, Finland (2007)
    : bibtex : pdf link
  44. Ramirez R., Maestre E., Pertusa A., Gómez E., Serra X.
    "Performance-based Interpreter Identification in Saxophone Audio Recordings"
    IEEE Transactions on Circuits and Systems for Video Technology , vol. 7, pp. 356-364 (2007)
    : bibtex : pdf link
  45. Hazan A., Ramirez R., Maestre E., Pérez A., Pertusa A.
    "Modelling expressive performance: a regression tree approach based on strongly typed genetic programming"
    LNCS. Applications of Evolutionary Computing: EvoWorkshops, vol. 3907, pp. 676-687 (2006)
    : bibtex : pdf link
  46. Rizo D., Ponce de León P. J., Pérez-Sancho C., Pertusa A., Iñesta J. M.
    "A Pattern Recognition Approach for Melody Track Selection in MIDI Files"
    Proc. of the 7th Int. Symp. on Music Information Retrieval ISMIR 2006, ISBN: 1-55058-349-2, pp. 61-66, Victoria, Canada (2006)
    : bibtex : more info : pdf link : URL
  47. Rizo D., Ponce de León P.J., Pertusa A., Pérez-Sancho C., Iñesta J.M.
    "Melody track identification in music symbolic files"
    Proc. of the 19th Int. FLAIRS Conference, ISBN: 978-1-57735-261-7 (2006)
    : bibtex : pdf : more info : URL
  48. Garrido-Alenda A., Gilabert-Zarco P., Pérez-Ortiz J.A., Pertusa-Ibáñez A., Ramírez-Sánchez G., Sánchez-Martínez F., Scalco M., Forcada M.
    "Shallow parsing for Portuguese-Spanish machine translation"
    Language technology for portuguese: Shallow processing tools and resources, ISBN: 972-772-494-9, pp. 135-144 (2005)
    : bibtex : pdf
  49. Pertusa A., Iñesta, J.M.
    "Polyphonic monotimbral music transcription using dynamic networks"
    Pattern Recognition Letters, vol. 26, pp. 1809-1818 (2005)
    : bibtex : pdf : more info
  50. Pertusa A., Klapuri A., Iñesta J.M.
    "Recognition of note onsets in digital music using semitone bands"
    LNCS. Proc. of Progress in Pattern Recognition, Image Analysis and Applications. CIARP 2005, vol. 3773, pp. 869-879 (2005)
    : bibtex : more info : pdf link
  51. Rizo D., Iñesta J.M., Ponce de León, P.J., Pertusa A.
    "Reconocimiento automático de la tonalidad en partituras digitales"
    Proc. I Workshop sobre Reconocimiento de Formas y Análisis de Imágenes, CEDI 2005, pp. 53-60 (2005)
    : bibtex : pdf
  52. Pertusa A., Iñesta J.M.
    "Pattern recognition algorithms for polyphonic music transcription"
    PRIS 2004: Pattern Recognition in Information Systems, ISBN: 972-8865-01-5, pp. 80-89, Porto, Portugal (2004)
    : bibtex : pdf
  53. Gilabert-Zarco P., Herrero-Vicente J., Ortiz-Rojas, S., Pertusa-Ibáñez, A., Ramírez-Sánchez, G., Sánchez-Martínez, F., Samper-Asensio M., Scalco M., Forcada M.
    "Construcción rápida de un sistema de traducción automática español-portugués partiendo de un sistema español-catalán"
    1135-5948 - Procesamiento del Lenguaje Natural, pp. 279-284 (2003)
    : bibtex : pdf
  54. Pertusa A., Iñesta J.M.
    "Polyphonic music transcription through dynamic networks and spectral pattern identification"
    ANNPR 2003: IAPR International Workshop on Artificial Neural Networks in Pattern Recognition, ISBN: 88--7957--221--0, pp. 19-25, Florence, Italy (2003)
    : bibtex : pdf
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