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Research groups
  Shape Recognition and Artificial Intelligence

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General data

Field of study:
Engineering and Architecture
Telephone:
No data.

Annual reports

Annual report
  • Probabilistic learning
  • Analysis of musical and audio sequences and signals
  • Grammatical inference
  • Supervised and unsupervised classification
  • Image analysis and computer vision.
  • Industrial and medical applications of shape recognition

 

 

Services offered

 
Applications of structural techniques and statistics of the recognition of forms and computational learning: image analysis, object recognition, medical images, remote sensing, classification of data in general, etc.

Sound analysis and processing: technical description of the sound, automatic transcription, detection of sound events, expert reports of sound files, etc.


Applications in musical data: transcription of the content in images of scores, historical and cultural heritage, algorithmic composition, recognition and analysis of melodies, tonalities, authors, classification of musical genres, etc.

 

 

Results

No data.

 

Available relevant infrastructure

Servers for computation with GPUs.

Sound recording studio.

 

 

RELEVANT CONTRIBUTIONS TO RESEARCH PROJECTS
  • Project title: Researching and Encouraging the Promulgation of European Repertory through Technologies Operating on Records Interrelated Utilising MachinesING
    Reference: 101095065
    Competitive: Yes
    European: Yes
    Public: Yes
    Project sponsors: EUROPEAN COMMISSION
    Starting date: 01/01/2023
    Termination date: 31/12/2025
  • Project title: Transcripción Multimodal de PartiturasING
    Reference: PID2020-118447RA-I00
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: MINISTERIO DE CIENCIA, INNOVACION Y UNIVERSIDADES
    Starting date: 01/09/2021
    Termination date: 31/08/2024
  • Project title: Digitalización de Obras históricas mediante REconocimiento adaptativo de Música en ImágenesING
    Reference: TED2021-132103A-I00
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: MINISTERIO DE CIENCIA, INNOVACION Y UNIVERSIDADES
    Starting date: 01/12/2022
    Termination date: 30/11/2024
  • Project title: Graph-based Neural Optical Music RecognitionING
    Reference: CISEJI/2023/9
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: CONSELLERIA DE INNOVACIÓN, UNIVERSIDADES, CIENCIA Y SOCIEDAD DIGITAL
    Starting date: 01/01/2023
    Termination date: 31/12/2026
  • Project title: Técnicas de adaptación al dominio aplicadas en tareas de salvamento marítimo (TADMar) ING
    Reference: INVEST/2022/450
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: GENERALITAT VALENCIANA
    Starting date: 01/11/2022
    Termination date: 31/10/2024
  • Project title: Estancia en el Institute of Computational Perception, Linz, AustriaING
    Reference: PRX23/00365
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: Ministerio de Ciencia, Innovación y Universidades
    Starting date: 01/03/2025
    Termination date: 31/08/2025
  • Project title: Contrato predoctoral FPI asociado al proyecto PID2023-148259NB-I00 (Aprendizaje de representaciones multimodales para la recuperación eficiente de música)ING
    Reference: PREP2023-002226
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: MINISTERIO DE CIENCIA, INNOVACION Y UNIVERSIDADES
    Starting date: 01/01/2025
    Termination date: 31/12/2028
  • Project title: Enfoques multimodales audio-imagen para transcripción de músicaING
    Reference: CIGRIS/2023/057
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: Conselleria de Educación, Universidades y Empleo
    Starting date: 01/01/2025
    Termination date: 31/12/2028
  • Project title: Avances en diagnóstico de patologías raras mediante imagen médica: Integración de técnicas de adaptación al dominio y aprendizaje con pocos datosING
    Reference: CIACIF/2023/090
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: Conselleria de Educación, Universidades y Empleo
    Starting date: 18/11/2024
    Termination date: 17/11/2028
  • Project title: Sistemas semi-supervisados para el reconocimiento óptico de músicaING
    Reference: CIAPOS/2023/067
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: Conselleria de Educación, Universidades y Empleo
    Starting date: 15/10/2024
    Termination date: 15/10/2024

Publications See search box

RELEVANT CONTRIBUTIONS IN JOURNALS
  • Title: Late multimodal fusion for image and audio music transcription
    Authors: Alfaro-Contreras, M.; Valero-Mas, J. J.; Iñesta, José M.; Calvo-Zaragoza, J.
    Journals Expert Systems with Applications
    Volume: 216
    Pages: 119491 -
    Date: 2023
    ISSN: 0957-4174
    DOI: https://doi.org/10.1016/j.eswa.2022.119491
  • Title: Few-shot symbol classification via self-supervised learning and nearest neighbor
    Authors: Alfaro-Contreras, M.; Rios-Vila, A. ; Valero-Mas, J. J.; Calvo-Zaragoza, J.
    Journals Pattern Recognition Letters
    Volume: 167
    Pages: 1 - 8
    Date: 2023
    ISSN: 0167-8655
    DOI: https://doi.org/10.1016/j.patrec.2023.01.014
  • Title: Incremental Unsupervised Domain-Adversarial Training of Neural Networks
    Authors: Gallego, Antonio Javier; Calvo-Zaragoza, J.; , Fisher, R.B.
    Journals IEEE Transactions on Neural Networks and Learning Systems (Online)
    Volume: 32
    Pages: 4864 - 4878
    Date: 2021
    ISSN: 2162-2388
    DOI: http://dx.doi.org/10.1109/TNNLS.2020.3025954
  • Title: Bounding Edit Distance for similarity-based sequence classification on Structural Pattern Recognition
    Authors: Rico-Juan, J. R.; Valero-Mas, J. J.; Iñesta, José M.
    Journals Applied Soft Computing Journal
    Volume: 97 (Part A)
    Pages: -
    Date: 2020
    ISSN: 1568-4946
    DOI: https://doi.org/10.1016/j.asoc.2020.106778
  • Title: PadChest: A large chest x-ray image dataset with multi-label annotated reports
    Authors: , Bustos, A; Pertusa, A.; Salinas,J.M; , de la Iglesia-Vaya, M.
    Journals Medical Image Analysis
    Volume: 66
    Pages: 101797 -
    Date: 2020
    ISSN: 1361-8415
    DOI: http://dx.doi.org/10.1016/j.media.2020.101797
  • Title: On the automatic recognition of Jeongganbo music notation: dataset and approach
    Authors: Kim, Dongmin; Han, Danbinaerin; Jeong, Dasaem; Valero-Mas, J. J.
    Journals Journal on Computing and Cultural Heritage
    Volume:
    Pages: -
    Date: 2025
    ISSN: 1556-4673
  • Title: An Overview of Ensemble and Feature Learning in Few-Shot Image Classification using Siamese Networks
    Authors: Valero-Mas, J. J.; Gallego, Antonio Javier; Rico-Juan, J. R.
    Journals Multimedia Tools and Applications
    Volume: 83
    Pages: 19929 - 19952
    Date: 2024
    ISSN: 1380-7501
    DOI: https://doi.org/10.1007/s11042-023-15607-3
  • Title: Efficient multi-task progressive learning for semantic segmentation and disparity estimation
    Authors: , Hanz Cuevas-Velasquez; Galan-Cuenca, A; , Fisher, Robert B.; Gallego, Antonio Javier
    Journals Pattern Recognition
    Volume:
    Pages: -
    Date: 2024
    ISSN: 0031-3203
    DOI: http://dx.doi.org/10.1016/j.patcog.2024.110601
  • Title: Few-shot learning for COVID-19 chest X-ray classification with imbalanced data: an inter vs. intra domain study
    Authors: Galan-Cuenca, A; Gallego, Antonio Javier; Saval-Calvo, M.; Pertusa, A.
    Journals Pattern Analysis and Applications
    Volume:
    Pages: -
    Date: 2024
    ISSN: 1433-7541
    DOI: http://dx.doi.org/10.1007/s10044-024-01285-w
  • Title: Global point cloud registration network for large transformations
    Authors: , Hanz Cuevas-Velasquez; Galan-Cuenca, A; Gallego, Antonio Javier; Saval-Calvo, M.; , Robert B. Fisher
    Journals Pattern Analysis and Applications
    Volume:
    Pages: -
    Date: 2024
    ISSN: 1433-7541
    DOI: http://dx.doi.org/10.1007/s10044-024-01351-3
RELEVANT PUBLISHED BOOKS
  • Title: Curso de programacion Android con Kotlin
    Authors: Gallego, Antonio Javier; Lozano, M.A.
    Editorial: Anaya Multimedia
    Date: 2021
    ISBN: 978-84-415-4327-0
  • Title: Desarrollo de Aplicaciones Android con Java
    Authors: Lozano, M.A.; Gallego, Antonio Javier
    Editorial: Ra-Ma
    Date: 2017
    ISBN: 978-84-9964-700-5
  • Title: Ejercicios resueltos sobre Programación y estructuras de datos
    Authors: Luján-Mora, S.; Ferrández, A.; Peral, J.; Requena, A.
    Editorial: Publicaciones de la Universidad de Alicante
    Date: 2014
    ISBN: 978-84-9717-295-0
  • Title: Diseño de compiladores
    Authors: Garrido Alenda, Alicia; Iñesta, José M.; Moreno-Seco, F.; Pérez-Ortiz, Juan Antonio
    Editorial: Secretariado de Publicaciones de la Universidad de Alicante
    Date: 2002
    ISBN: 8479087005
  • Title: Teoría de lenguajes, gramáticas y autómatas para informáticos
    Authors: Carrasco, Rafael C.; Calera-Rubio, J.; Forcada, M.L.
    Editorial: Universitat d'Alacant
    Date: 2000
    ISBN: 84-7908-574-6
  • Title: Técnicas Básicas para el Diseño de Compiladores
    Authors: Iñesta, José M.; , Iñesta-Querada, J.M.; , García, P.; , Gracia, I.
    Editorial: Universitat Jaume I
    Date: 1998
    ISBN: 84-8021-259-4
  • Title: Algoritmos de Visión Artificial y de Reconocimiento de Patrones para el Estudio Morfométrico del Eje Raquídeo Humano
    Authors: Iñesta, José M.
    Editorial: Universidad de Valencia
    Date: 1994
    ISBN: 84-370-2064-6
  • Title: Deep Learning con Keras y PyTorch
    Authors: Alfaro-Contreras, M.; Calvo-Zaragoza, J.; Gallego, Antonio Javier; Garrido-Muñoz, C. ; Rios-Vila, A. ; Valero-Mas, J. J.
    Editorial: Anaya Multimedia
    Date: 2023
    ISBN: 978-84-415-4816-9
  • Title: Introducción a la Programación con Turbo-Pascal
    Authors: , Berlanga, R.; , García, P.; , Gracia, J.M.; Iñesta, José M.; , Iñesta-Quereda, J.M.; , Barber, F.
    Editorial: Universitat Jaume I
    Date: 2000
    ISBN: 84-8021-224-1
  • Title: La evaluación de la condición física por ordenador: Eurofit.
    Authors: Iñesta, José M.
    Editorial: General ASDE
    Date: 1989
    ISBN: 84-404-6263-8
RELEVANT PUBLISHED BOOK CHAPTERS
  • Book chapter title: A Region-Based Approach for Layout Analysis of Music Score Images in Scarce Data Scenarios
    Authors: CASTELLANOS REGALADO, FRANCISCO JOSE; Martínez-Esteso, J. P. ; Galan-Cuenca, A; Gallego, Antonio Javier
    Editorial:
    Pages: 58 - 75
    Date: 2024
    ISBN:
    Book title: Lecture Notes in Computer Science, serie: International Conference on Document Analysis and Recognition

    DOI: 10.1007/978-3-031-70546-5_4
  • Book chapter title: Analysis of the Calibration of Handwriting Text Recognition Models
    Authors: Ayllon Palazón, Eric; CASTELLANOS REGALADO, FRANCISCO JOSE; Calvo-Zaragoza, J.
    Editorial:
    Pages: 139 - 155
    Date: 2024
    ISBN:
    Book title: Lecture Notes in Computer Science, serie International Conference on Document Analysis and Recognition

    DOI: 10.1007/978-3-031-70536-6_9
  • Book chapter title: MUSCAT: a Multimodal mUSic Collection for Automatic Transcription of real recordings and image scores
    Authors: Galan-Cuenca, A; Valero-Mas, J. J.; Martinez-Sevilla, J. C. ; Hidalgo Centeno, Antonio; Pertusa, A.; Calvo-Zaragoza, J.
    Editorial:
    Pages: -
    Date: 2024
    ISBN:
    Book title: Proceedings of the 32nd ACM International Conference on Multimedia

    DOI: 10.1007/978-3-031-70546-5_4
  • Book chapter title: A Few-Shot Neural Approach for Layout Analysis of Music Score Images
    Authors: CASTELLANOS REGALADO, FRANCISCO JOSE; Gallego, Antonio Javier; , Ichiro Fujinaga
    Editorial:
    Pages: 106 - 113
    Date: 2023
    ISBN:
    Book title: Proceedings of the International Society for Music Information Retrieval Conference
  • Book chapter title: A Holistic Approach for Aligned Music and Lyrics Transcription
    Authors: Martinez-Sevilla, J. C. ; Rios-Vila, A. ; CASTELLANOS REGALADO, FRANCISCO JOSE; Calvo-Zaragoza, J.
    Editorial:
    Pages: 185 - 201
    Date: 2023
    ISBN:
    Book title: Proceedings of the International Conference on Document Analysis and Recognition

    DOI: 10.1007/978-3-031-41676-7_11
  • Book chapter title: Evaluating Domain Generalization in Kitchen Utensils Classification
    Authors: Garrido Muñoz, Carlos; Alfaro-Contreras, M.; Calvo-Zaragoza, J.
    Editorial:
    Pages: -
    Date: 2023
    ISBN:
    Book title: Proceedings of 11th Iberian Pattern Recognition and Image Analysis Conference

    DOI: https://doi.org/10.1007/978-3-031-36616-1_9
  • Book chapter title: Inter vs. Intra Domain Study of COVID Chest X-Ray Classification with Imbalanced Datasets
    Authors: Galan-Cuenca, A; Mirón, Miguel; Gallego, Antonio Javier; Saval-Calvo, M.; Pertusa, A.
    Editorial:
    Pages: -
    Date: 2023
    ISBN:
    Book title: Pattern Recognition and Image Analysis

    DOI: 10.1007/978-3-031-70546-5_4
  • Book chapter title: Lifelong Learning for Document Image Binarization: An Experimental Study
    Authors: Córdoba González, Pedro; Alfaro-Contreras, M.; , Mario Nieto-Hidalgo; Calvo-Zaragoza, J.
    Editorial:
    Pages: -
    Date: 2023
    ISBN:
    Book title: Proceedings of 11th Iberian Pattern Recognitio and Image Analysis Conference

    DOI: https://doi.org/10.1007/978-3-031-36616-1_12
  • Book chapter title: Multimodal Strategies for Image and Audio Music Transcription: A Comparative Study
    Authors: Alfaro-Contreras, M.; Valero-Mas, J. J.; Iñesta, José M.; Calvo-Zaragoza, J.
    Editorial:
    Pages: 64 - 77
    Date: 2023
    ISBN:
    Book title: Pattern Recognition, Computer Vision, and Image Processing. ICPR 2022 International Workshops and Challenges. ICPR 2022. Lecture Notes in Computer Science

    DOI: 10.1007/978-3-031-37731-0_6
  • Book chapter title: A First Approach to Image Transformation Sequence Retrieval
    Authors: Mas-Candela, E. ; RIOS VILA, ANTONIO; Calvo-Zaragoza, J.
    Editorial: Springer Nature Switzerland
    Pages: 321 - 332
    Date: 2022
    ISBN:
    Book title: IbPRIA 2022: Pattern Recognition and Image Analysis

    DOI: https://doi.org/10.1007/978-3-031-04881-4_26
RELEVANT CONFERENCE PAPERS
  • Title: A preliminary proposal for a systematic GABC encoding of Gregorian chant
    Authors: , Thomae, M.E.; Rizo, D.; Fuentes Martínez, Eliseo; Alís Raurich, Cristina; DE LUCA, ELSA; Calvo-Zaragoza, J.
    Type of participation: Comunicación
    Conference name: Digital Libraries for Musicology
    Event type: Internacional
    City of performance: Stellenbosch (SUDÁFRICA)
    Date of performance: 27/06/2028
    RUA: https://doi.org/10.1145/3660570.3660581
  • Title: Can Patch Selection Heuristics Enhance Layout Analysis of Music Scores?
    Authors: Castellanos, F. J.; Martínez-Esteso, J. P. ; Galan-Cuenca, A; Gallego, Antonio Javier
    Type of participation: Póster
    Conference name: International Workshop on Machine Learning and Music
    Event type: Internacional
    City of performance: Vilna (LITUANIA)
    Date of performance: 09/09/2024
  • Title: A Region-Based Approach for Layout Analysis of Music Score Images in Scarce Data Scenarios
    Authors: Castellanos, F. J.; Martínez-Esteso, J. P. ; Galan-Cuenca, A; Gallego, Antonio Javier
    Type of participation: Póster
    Conference name: International Conference on Document Analysis and Recognition
    Event type: Internacional
    City of performance: Atenas (GRECIA)
    Date of performance: 30/08/2024
    RUA: http://dx.doi.org/10.1007/978-3-031-70536-6_9
  • Title: Analysis of the Calibration of Handwriting Text Recognition Models
    Authors: Ayllon Palazón, Eric; Castellanos, F. J.; Calvo-Zaragoza, J.
    Type of participation: Póster
    Conference name: International Conference on Document Analysis and Recognition
    Event type: Internacional
    City of performance: Atenas (GRECIA)
    Date of performance: 30/08/2024
    RUA: http://dx.doi.org/10.1007/978-3-031-70536-6_9
  • Title: A workflow for Attribution Issues using Language Models
    Authors: Rizo, D.; LÓPEZ ROCAMORA, PABLO; PARDO CAYUELA, ANTONIO
    Type of participation: Póster
    Conference name: International Association of Music Libraries
    Event type: Internacional
    City of performance: Stellenbosch (SUDÁFRICA)
    Date of performance: 23/06/2024
  • Title: EA-Digifolk: Digitizing and encoding Iris Traditional Music at ITMA
    Authors: García Iasci, Patricia; Rizo, D.
    Type of participation: Póster
    Conference name: International Association of Music Libraries
    Event type: Internacional
    City of performance: Stellenbosch (SUDÁFRICA)
    Date of performance: 23/06/2024
  • Title: Insights into AI to encode a whole mensural collection with limited resources
    Authors: Rizo, D.; Delgado Sánchez, Teresa; Calvo-Zaragoza, J.; García-Lasci, P. ; Madueño-Madueño, A.
    Type of participation: Comunicación
    Conference name: International Association of Music Libraries
    Event type: Internacional
    City of performance: Stellenbosch (SUDÁFRICA)
    Date of performance: 23/06/2024
  • Title: JazzMus: optical recognition and encoding of Jazz lead sheets
    Authors: García Iasci, Patricia; Martinez-Sevilla, J. C. ; Rizo, D.
    Type of participation: Póster
    Conference name: International Association of Music Libraries
    Event type: Internacional
    City of performance: Stellenbosch (SUDÁFRICA)
    Date of performance: 23/06/2024
  • Title: The Impact of UX/UI on Piano-Assisted Learning in Extended Reality
    Authors: Macia-Ferrandez, M. ; Rizo, D.
    Type of participation: Póster
    Conference name: Computer Supported Music Education
    Event type: Internacional
    City of performance: Angers (FRANCIA)
    Date of performance: 04/05/2024
  • Title: A Transformer Approach For Polyphonic Audio-To-Score Transcription
    Authors: Alfaro-Contreras, M.; Rios-Vila, A. ; Valero-Mas, J. J.; Calvo-Zaragoza, J.
    Type of participation: Ponencia
    Conference name: 2024 IEEE International Conference on Acoustics, Speech and Signal Processing
    Event type: Internacional
    City of performance:
    Date of performance: 14/04/2024