Department of Software and Computing Systems.
University of Alicante.
E-03080 Alicante.
Spain
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. Projects: Select a year
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: 2022
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: 2004
: 2003 - 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 - 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 - 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 - 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 - 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)
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: Preprint - 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 - 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 - 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)
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: more info
: Preprint - 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)
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: more info
: URL - 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)
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: more info
: URL - 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)
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: more info
: URL - 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)
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: more info
: URL - 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)
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: more info
: URL - 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)
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: more info
: URL - Bustos, A;Pertusa, A.
"Learning Eligibility in Cancer Clinical Trials using Deep Neural Networks" Applied Sciences, vol. 8
(2018)
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: more info
: URL - 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 - 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 - 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 - 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 - 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)
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: more info
: URL - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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)
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: more info
: URL - 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 - 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 - 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 - Pertusa, A.
"Computationally efficient methods for polyphonic music transcription"
PhD Thesis.
Supervisors: Iñesta, José M. Universidad de Alicante
(2010)
: bibtex
: pdf
: more info - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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 - 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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