2018
Clustering-based k-nearest neighbor classification for large-scale data with neural codes representation Journal Article
In: Pattern Recognition, vol. 74, pp. 531-543, 2018.
2017
Recognition of Handwritten Music Symbols with Convolutional Neural Codes Proceedings Article
In: 14th IAPR International Conference on Document Analysis and Recognition (ICDAR), pp. 691–696, Kyoto, Japan, 2017.
Pen-based music document transcription Proceedings Article
In: Proceedings of GREC 2017, pp. 21–22, IEEE computer society, Kyoto (Japan), 2017, ISBN: 978-1-5386-3586-5.
End-To-End Optical Music Recognition using Neural Networks Proceedings Article
In: Proc. of International Society for Music Information Retrieval Conference (ISMIR), Suzhou, China, 2017.
A study of Prototype Selection algorithms for Nearest Neighbour in class-imbalanced problems Proceedings Article
In: Alexandre, J. S. Sánchez L. A.; Rodrigues, J. M. F. (Ed.): Proceedings of the 8th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), pp. 335–343, Springer, Faro, Portugal, 2017, ISBN: 978-3-319-58837-7.
About agnostic representation of musical documents for Optical Music Recognition Proceedings Article
In: Music Encoding Conference, Tours, 2017, 2017.
Recognition of Pen-based Music Notation with Finite-State Machines Journal Article
In: Expert Systems With Applications, vol. 72, pp. 395-406, 2017.
An efficient approach for Interactive Sequential Pattern Recognition Journal Article
In: Pattern Recognition, vol. 64, pp. 295-304, 2017.
An Experimental Study on Rank Methods for Prototype Selection Journal Article
In: Soft Computing, vol. 21, no. 19, pp. 5703-–5715, 2017, ISSN: 1432-7643.
A machine learning framework for the categorization of elements in images of musical documents Proceedings Article
In: Proceedings of the Third International Conference on Technologies for Music Notation and Representation, 2017.
Pixel-wise Binarization of Musical Documents with Convolutional Neural Networks Proceedings Article
In: Proceedings of the 15th IAPR International Conference on Machine Vision Applications, 2017.
Staff-line detection and removal using a convolutional neural network Journal Article
In: Machine Vision and Applications, pp. 1-10, 2017, ISSN: 1432-1769.
Staff-line removal with Selectional Auto-Encoders Journal Article
In: Expert Systems With Applications, vol. 89, pp. 138 - 148, 2017, ISSN: 0957-4174.
2016
Hidden Markov Models for Functional Analysis Proceedings Article
In: Music and Machine Learning Workshop, Riva del Garda, 2016.
On the suitability of Prototype Selection methods for kNN classification with distributed data Journal Article
In: Neurocomputing, vol. 203, pp. 150-160, 2016.
Two (note) heads are better than one: pen-based multimodal interaction with music scores Proceedings Article
In: Devaney, J. (Ed.): 17th International Society for Music Information Retrieval Conference, pp. 509-514, New York City, 2016, ISBN: 978-0-692-75506-8.
Computing the Expected Edit Distance from a String to a PFA Proceedings Article
In: Han, Yo-Sub; Salomaa, Kai (Ed.): 21st International Conference Implementation and Application of Automata, pp. 39-50, Springer, 2016.
Music staff removal with supervised pixel classification Journal Article
In: International Journal on Document Analysis and Recognition, vol. 19, no. 3, pp. 211-219, 2016, ISSN: 1433-2833.
Prototype Generation on Structural Data using Dissimilarity Space Representation Journal Article
In: Neural Computing and Applications, 2016.
Selecting promising classes from generated data for an efficient multi-class NN classification Journal Article
In: Soft Computing, 2016.
Early Handwritten Music Recognition with Hidden Markov Models Proceedings Article
In: 15th International Conference on Frontiers in Handwriting Recognition, 2016.
Sheet Music Statistical Layout Analysis Proceedings Article
In: 15th International Conference on Frontiers in Handwriting Recognition, 2016.
2015
Avoiding staff removal stage in optical music recognition: application to scores written in white mensural notation Journal Article
In: Pattern Analysis and Applications, vol. 18, no. 4, pp. 933-943, 2015, ISSN: 1433-7541.
Genre-based melody generation through multi-objective genetic algorithms Proceedings Article
In: Proceedings of the 8th Machine Learning and Music workshop (MML 2015), Vancouver (Canada), 2015.
Prototype Generation on Structural Data using Dissimilarity Space Representation: A Case of Study Proceedings Article
In: Paredes, Roberto; Cardoso, Jaime S.; Pardo, Xosé M. (Ed.): 7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), pp. 72-82, Springer, Santiago de Compostela, Spain, 2015, ISBN: 978-3-319-19389-2.
Clustering of Strokes from Pen-based Music Notation: An Experimental Study Proceedings Article
In: Paredes, Roberto; Cardoso, Jaime S.; Pardo, Xosé M. (Ed.): 7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), pp. 633-640, Springer, Santiago de Compostela, Spain, 2015, ISBN: 978-3-319-19389-2.
Improving classification using a Confidence Matrix based on weak classifiers applied to OCR Journal Article
In: Neurocomputing, vol. 151, pp. 1354–1361, 2015, ISSN: 0925-2312.
Improving kNN multi-label classification in Prototype Selection scenarios using class proposals Journal Article
In: Pattern Recognition, vol. 48, no. 5, pp. 1608-1622, 2015.
2014
Recognition of Pen-based Music Notation with Probabilistic Machines Proceedings Article
In: Proceedings of the 7th International Workshop on Machine Learning and Music, Barcelona, Spain, 2014.
2018
Clustering-based k-nearest neighbor classification for large-scale data with neural codes representation Journal Article
In: Pattern Recognition, vol. 74, pp. 531-543, 2018.
2017
Recognition of Handwritten Music Symbols with Convolutional Neural Codes Proceedings Article
In: 14th IAPR International Conference on Document Analysis and Recognition (ICDAR), pp. 691–696, Kyoto, Japan, 2017.
Pen-based music document transcription Proceedings Article
In: Proceedings of GREC 2017, pp. 21–22, IEEE computer society, Kyoto (Japan), 2017, ISBN: 978-1-5386-3586-5.
End-To-End Optical Music Recognition using Neural Networks Proceedings Article
In: Proc. of International Society for Music Information Retrieval Conference (ISMIR), Suzhou, China, 2017.
A study of Prototype Selection algorithms for Nearest Neighbour in class-imbalanced problems Proceedings Article
In: Alexandre, J. S. Sánchez L. A.; Rodrigues, J. M. F. (Ed.): Proceedings of the 8th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), pp. 335–343, Springer, Faro, Portugal, 2017, ISBN: 978-3-319-58837-7.
About agnostic representation of musical documents for Optical Music Recognition Proceedings Article
In: Music Encoding Conference, Tours, 2017, 2017.
Recognition of Pen-based Music Notation with Finite-State Machines Journal Article
In: Expert Systems With Applications, vol. 72, pp. 395-406, 2017.
An efficient approach for Interactive Sequential Pattern Recognition Journal Article
In: Pattern Recognition, vol. 64, pp. 295-304, 2017.
An Experimental Study on Rank Methods for Prototype Selection Journal Article
In: Soft Computing, vol. 21, no. 19, pp. 5703-–5715, 2017, ISSN: 1432-7643.
A machine learning framework for the categorization of elements in images of musical documents Proceedings Article
In: Proceedings of the Third International Conference on Technologies for Music Notation and Representation, 2017.
Pixel-wise Binarization of Musical Documents with Convolutional Neural Networks Proceedings Article
In: Proceedings of the 15th IAPR International Conference on Machine Vision Applications, 2017.
Staff-line detection and removal using a convolutional neural network Journal Article
In: Machine Vision and Applications, pp. 1-10, 2017, ISSN: 1432-1769.
Staff-line removal with Selectional Auto-Encoders Journal Article
In: Expert Systems With Applications, vol. 89, pp. 138 - 148, 2017, ISSN: 0957-4174.
2016
Hidden Markov Models for Functional Analysis Proceedings Article
In: Music and Machine Learning Workshop, Riva del Garda, 2016.
On the suitability of Prototype Selection methods for kNN classification with distributed data Journal Article
In: Neurocomputing, vol. 203, pp. 150-160, 2016.
Two (note) heads are better than one: pen-based multimodal interaction with music scores Proceedings Article
In: Devaney, J. (Ed.): 17th International Society for Music Information Retrieval Conference, pp. 509-514, New York City, 2016, ISBN: 978-0-692-75506-8.
Computing the Expected Edit Distance from a String to a PFA Proceedings Article
In: Han, Yo-Sub; Salomaa, Kai (Ed.): 21st International Conference Implementation and Application of Automata, pp. 39-50, Springer, 2016.
Music staff removal with supervised pixel classification Journal Article
In: International Journal on Document Analysis and Recognition, vol. 19, no. 3, pp. 211-219, 2016, ISSN: 1433-2833.
Prototype Generation on Structural Data using Dissimilarity Space Representation Journal Article
In: Neural Computing and Applications, 2016.
Selecting promising classes from generated data for an efficient multi-class NN classification Journal Article
In: Soft Computing, 2016.
Early Handwritten Music Recognition with Hidden Markov Models Proceedings Article
In: 15th International Conference on Frontiers in Handwriting Recognition, 2016.
Sheet Music Statistical Layout Analysis Proceedings Article
In: 15th International Conference on Frontiers in Handwriting Recognition, 2016.
2015
Avoiding staff removal stage in optical music recognition: application to scores written in white mensural notation Journal Article
In: Pattern Analysis and Applications, vol. 18, no. 4, pp. 933-943, 2015, ISSN: 1433-7541.
Genre-based melody generation through multi-objective genetic algorithms Proceedings Article
In: Proceedings of the 8th Machine Learning and Music workshop (MML 2015), Vancouver (Canada), 2015.
Prototype Generation on Structural Data using Dissimilarity Space Representation: A Case of Study Proceedings Article
In: Paredes, Roberto; Cardoso, Jaime S.; Pardo, Xosé M. (Ed.): 7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), pp. 72-82, Springer, Santiago de Compostela, Spain, 2015, ISBN: 978-3-319-19389-2.
Clustering of Strokes from Pen-based Music Notation: An Experimental Study Proceedings Article
In: Paredes, Roberto; Cardoso, Jaime S.; Pardo, Xosé M. (Ed.): 7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), pp. 633-640, Springer, Santiago de Compostela, Spain, 2015, ISBN: 978-3-319-19389-2.
Improving classification using a Confidence Matrix based on weak classifiers applied to OCR Journal Article
In: Neurocomputing, vol. 151, pp. 1354–1361, 2015, ISSN: 0925-2312.
Improving kNN multi-label classification in Prototype Selection scenarios using class proposals Journal Article
In: Pattern Recognition, vol. 48, no. 5, pp. 1608-1622, 2015.
2014
Recognition of Pen-based Music Notation with Probabilistic Machines Proceedings Article
In: Proceedings of the 7th International Workshop on Machine Learning and Music, Barcelona, Spain, 2014.