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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

Gallego Sánchez, Antonio Javier

Associate Professor

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In this page: contact : research : publications : links

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Contact:
  Department of Software and Computing Systems.
  University of Alicante.
  E-03080 Alicante.
  Spain

  E-mail:    jgallego at dlsi.ua.es
  Telephone: +34 96 5903400 ext. 2038

Other pages: Teaching, Personal

Research:

Curriculum Vitae:not available yet

Research Interests:Machine Learning, Deep Learning, Pattern Recognition, Computer Vision, and Remote Sensing

Projects:

Publications:
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Select a year : all : 2023 : 2022 : 2021 : 2020 : 2019 : 2018 : 2017 : 2016 : 2014 : 2013 : 2012 : 2010 : 2009

  1. Sánchez-Ferrer, A.; Valero-Mas, J.J.; Gallego, A.J.; Calvo-Zaragoza, J.
    "An Experimental Study on Marine Debris Location and Recognition using Object Detection"
    Pattern Recognition Letters (2023)
    : bibtex : more info : URL
  2. Valero-Mas, J.J.; Gallego, A.J.; Alonso-Jiménez, P.; Serra, X.
    "Multilabel Prototype Generation for Data Reduction in k-Nearest Neighbour classification"
    Pattern Recognition, vol. 135, pp. 109190 (2023)
    : bibtex : more info : URL
  3. Alashhab, S.; Gallego, A.J.; Lozano, M.Á.
    "Efficient gesture recognition for the assistance of visually impaired people using multi-head neural networks"
    Engineering Applications of Artificial Intelligence, vol. 114, pp. 105188 (2022)
    : bibtex : more info : URL
  4. Castellanos, F. J.; Gallego, A. J.; Calvo-Zaragoza, J.; Fujinaga, I.
    "Domain Adaptation for Staff-Region Retrieval of Music Score Images"
    International Journal on Document Analysis and Recognition (2022)
    : bibtex : more info
  5. Gallego, A.J.; Rico-Juan, J.R.; Valero-Mas, J.J.
    "Efficient k-nearest neighbor search based on clustering and adaptive k values"
    Pattern Recognition, vol. 122, pp. 108356 (2022)
    : bibtex : more info : URL
  6. Sáez-Pérez, J.; Gallego, A.J.; Valero-Mas, J.J.; Calvo-Zaragoza, J.
    "Domain Adaptation in Robotics: A Study Case on Kitchen Utensil Recognition"
    10th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA) (2022)
    : bibtex : more info
  7. Sánchez-Ferrer, A.; Gallego, A.J.; Valero-Mas, J.J.; Calvo-Zaragoza, J.
    "The CleanSea Set: A Benchmark Corpus for Underwater Debris Detection and Recognition"
    10th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), ISBN: 978-3-031-04881-4, pp. 616--628, Aveiro, Portugal (2022)
    : bibtex : more info : URL
  8. 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
  9. 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
  10. 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
  11. Castellanos, F. J.; Gallego, A. J.; Calvo-Zaragoza, J.;
    "Unsupervised Domain Adaptation for Document Analysis of Music Score Images"
    Proc. of the 22nd International Society for Music Information Retrieval Conference (2021)
    : bibtex : more info
  12. Castellanos, F.J.; Gallego, A.J.; Calvo-Zaragoza, J.
    "An Unsupervised Domain Adaptation framework for Layout Analysis of Music Score Images"
    Proceedings of the 14th Machine Learning and Music Workshop, pp. 6 (2021)
    : bibtex : more info : Proceedings online
  13. Cuevas-Velasquez, H.; Gallego, A.J.; Fisher, R.B.
    "Two Heads are Better than One: Geometric-Latent Attention for Point Cloud Classification and Segmentation"
    The 32nd British Machine Vision Conference (BMVC) (2021)
    : bibtex : more info : URL
  14. Gallego, A.J.; Calvo-Zaragoza, J.; Fisher, R.B.;
    "Incremental Unsupervised Domain-Adversarial Training of Neural Networks"
    IEEE Transactions on Neural Networks and Learning Systems, vol. 32, pp. 4864-4878 (2021)
    : bibtex : pdf : more info : doi
  15. Ortega-Bastida, Javier; Gallego, Antonio Javier; Rico-Juan, Juan Ramón; Albarrán, Pedro
    "A multimodal approach for regional GDP prediction using social media activity and historical information"
    Applied Soft Computing, pp. 107693 (2021)
    : bibtex : more info : URL
  16. Castellanos, F. J.; Gallego, A. J.; Calvo-Zaragoza, J.;
    "Automatic scale estimation for music score images"
    Expert Systems with Applications, vol. 158 (2020)
    : bibtex : more info
  17. Cuevas-Velasquez, Hanz; Gallego, Antonio-Javier; Fisher, Robert B.
    "Segmentation and 3D reconstruction of rose plants from stereoscopic images"
    Computers and Electronics in Agriculture, vol. 171, pp. 105296 (2020)
    : bibtex : more info
  18. Cuevas-Velasquez, Hanz; Gallego, Antonio-Javier; Tylecek, Radim; Hemming, Jochen; van Tuijl, Bart; Mencarelli, Angelo; Fisher, Robert B.
    "Real-time Stereo Visual Servoing for Rose Pruning with Robotic Arm"
    International Conference on Robotics and Automation (ICRA), Paris, France (2020)
    : bibtex : more info
  19. 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
  20. Ortega-Bastida, J.; Gallego, A.-J.; Rico-Juan, J. R.; Albarrán, P.
    "Regional gross domestic product prediction using Twitter deep learning representations"
    17th IADIS International Conference on Applied Computing (IADIS AC), ISBN: 978-989-8704-24-5 , pp. 89--96, Lisboa, Portugal (2020)
    : bibtex : more info
  21. Alashhab, Samer; Gallego, Antonio-Javier; Lozano, Miguel Ángel
    "Hand Gesture Detection with Convolutional Neural Networks"
    Distributed Computing and Artificial Intelligence, 15th International Conference, ISBN: 978-3-319-94649-8, pp. 45--52 (2019)
    : bibtex : more info : URL
  22. 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
  23. Calvo-Zaragoza, J.; Gallego, A.J.
    "A selectional auto-encoder approach for document image binarization"
    Pattern Recognition, vol. 86, pp. 37-47 (2019)
    : bibtex : pdf : more info
  24. Calvo-Zaragoza, Jorge and Rico-Juan, Juan R. and Gallego, Antonio-Javier
    "Ensemble classification from deep predictions with test data augmentation"
    Soft Computing (2019)
    : bibtex : more info : URL:
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. 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
  31. Rico-Juan, J. R.; Gallego, A. J.; Calvo-Zaragoza, J.
    "Automatic detection of inconsistencies between numerical scores and textual feedback in peer-assessment processes with machine learning"
    Computers and Education, vol. 140, pp. 103609 (2019)
    : bibtex : more info : Online article version
  32. Gallego, A.J., Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R.
    "Clustering-based k-nearest neighbor classification for large-scale data with neural codes representation"
    Pattern Recognition, vol. 74, pp. 531-543 (2018)
    : bibtex : more info
  33. 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
  34. Gallego, A.J.; López, D.; Calera-Rubio, J.
    "Grammatical inference of directed acyclic graph languages with polynomial time complexity"
    Journal of Computer and System Sciences, vol. 95, pp. 19-34 (2018)
    : bibtex : more info : URL
  35. 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
  36. 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
  37. 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
  38. 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
  39. Rico-Juan, J. R.; Gallego, A. J.; Valero-Mas, J. J.; Calvo-Zaragoza, J.
    "Statistical semi-supervised system for grading multiple peer-reviewed open-ended works"
    Computers & Education, vol. 126, pp. 264-282 (2018)
    : bibtex : pdf : more info
  40. 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
  41. 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
  42. Gallego, Antonio-Javier; Calvo-Zaragoza, Jorge
    "Staff-line removal with Selectional Auto-Encoders"
    Expert Systems With Applications, vol. 89, pp. 138 - 148 (2017)
    : bibtex : pdf : more info
  43. 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
  44. López-García, G.; Gallego, A.J.; Molina-Carmona, R.; Compañ-Rosique, P.
    "Construction of Intelligent Virtual Worlds Using a Grammatical Framework"
    International Journal of Intelligent Systems, vol. 29, pp. 751-766 (2014)
    : bibtex : more info
  45. 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
  46. Gallego-Sánchez, Antonio-Javier and Calera-Rubio, Jorge and López, Damián
    "Structural Graph Extraction from Images"
    Distributed Computing and Artificial Intelligence, ISBN: 978-3-642-28764-0, pp. 717-724 (2012)
    : bibtex : more info
  47. López, D.; Calera-Rubio, J.; Gallego-Sánchez, A.J.
    "Inference of k-Testable Directed Acyclic Graph Languages"
    Journal of Machine Learning Research: Workshop and Conference Proceedings, Vol. 21: ICGI 2012, pp. 149-163 (2012)
    : bibtex : pdf : more info
  48. López-García, G.; Gallego, A.J.; Dalmau-Espert, J.L.; Molina-Carmona, R.; Compan-Rosique, P.
    "Modeling a Mobile Robot Using a Grammatical Model"
    Distributed Computing and Artificial Intelligence, ISBN: 978-3-642-28765-7, pp. 445-452 (2012)
    : bibtex : more info
  49. López-García, G.; Gallego, A.J.; Dalmau-Espert, J.L.; Molina-Carmona, R.; Compan-Rosique, P.
    "A Grammatical Approach to the Modeling of an Autonomous Robot"
    International Journal of Interactive Multimedia and Artificial Intelligence, vol. 1, pp. 30-37 (2012)
    : bibtex : more info
  50. López-García, G.; Molina-Carmona, R. Gallego, A.J.
    "Formal Model to Integrate Multi-Agent Systems and Interactive Graphic Systems"
    Proceedings of the International Conference on Agents and Artificial Intelligence (ICAART), ISBN: 978-989-674-022-1, pp. 264-267 (2010)
    : bibtex : more info
  51. Gallego-Sánchez, J.; Calera-Rubio, J.
    "Improving edge detection in highly noised sheet-metal images"
    IEEE Workshop on Applications of Computer Vision (WACV), pp. 43-48 (2009)
    : bibtex : pdf : more info
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