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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 Machines
    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 Partituras
    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 Imágenes
    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 Recognition
    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)
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: GENERALITAT VALENCIANA
    Starting date: 01/11/2022
    Termination date: 31/10/2024
  • Project title: Enfoques multimodales audio-imagen para transcripción de música
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: Conselleria de Educación, Universidades y Empleo
    Starting date: 01/11/2024
    Termination date: 31/10/2028
  • Project title: (PERIODICA-FI) FONDO DE INVESTIGACION IVA NO
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: UNIVERSIDAD DE ALICANTE
    Starting date: 19/07/2024
    Termination date: 31/12/2030
  • Project title: Invitado: Ferri Rabasa, Francesc Josep
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: UNIVERSIDAD DE ALICANTE
    Starting date: 20/05/2024
    Termination date: 30/06/2024
  • Project title: Enfoques no supervisados para reconocimiento óptico de música
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: UNIVERSIDAD DE ALICANTE
    Starting date: 15/03/2024
    Termination date: 12/12/2027
  • Project title: Estimación de la dificultad en partituras impresas mediante Reconocimiento Óptico de Música. Invitado: Pedro Ramoneda Franco
    Competitive: Yes
    European: No
    Public: Yes
    Project sponsors: UNIVERSIDAD DE ALICANTE
    Starting date: 01/02/2024
    Termination date: 01/03/2024

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: 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: Prediction of attention deficit hyperactivity disorder based on explainable artificial intelligence
    Authors: Navarro Soria, Ignasi; Rico-Juan, J. R.; Juárez Ruiz de Mier, Rocio; , Rocío Lavigne-Cerván
    Journals Applied Neuropsychology: Child
    Volume:
    Pages: 1 - 14
    Date: 2024
    ISSN: 2162-2965
    DOI: https://doi.org/10.1080/21622965.2024.2336019
  • Title: Study regarding the influence of a student"s personality and an LMS usage profile on learning performance using machine learning techniques
    Authors: Rico-Juan, J. R.; Cachero, C.; Macià Antón, Hermenegilda
    Journals Applied Intelligence
    Volume:
    Pages: -
    Date: 2024
    ISSN: 0924-669X
    DOI: http://dx.doi.org/10.1007/s10489-024-05483-1
  • Title: Designing porthole aluminium extrusion dies on the basis of eXplainable Artificial Intelligence
    Authors: Llorca Shenck, J.; Rico-Juan, J. R.; , Miguel Sanchez-Lozano
    Journals Expert Systems with Applications
    Volume: 222
    Pages: 119808 -
    Date: 2023
    ISSN: 0957-4174
    DOI: http://dx.doi.org/10.1016/j.eswa.2023.119808
  • Title: End-to-end optical music recognition for pianoform sheet music
    Authors: Rios-Vila, A. ; Rizo, D.; Iñesta, José M.; Calvo-Zaragoza, J.
    Journals International Journal on Document Analysis and Recognition
    Volume:
    Pages: 1 - 16
    Date: 2023
    ISSN: 1433-2825
    DOI: https://doi.org/10.1007/s10032-023-00432-z
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: Esquemas Algorítmicos
    Authors: Rico-Juan, J. R.
    Editorial: UNIVERSIDAD DE ALICANTE
    Date: 1999
    ISBN: 84-7908-481-2
  • 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: Grammatical Inference and Applications
    Authors: Oncina, J.; Carrasco, Rafael C.
    Editorial: Springer-Verlag
    Date: 1994
    ISBN: 3-540-58473-0
  • 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
RELEVANT PUBLISHED BOOK CHAPTERS
  • 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: 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
  • Book chapter title: Extracción de perfiles de alumnos de programación en estudios superiores mediante aprendizaje automático en evaluaciones tipo juez en línea
    Authors: Rico-Juan, J. R.; Sánchez-Cartagena, V.M.; Valero-Mas, J. J.; Gallego, Antonio Javier; , David Rizo, D
    Editorial:
    Pages: 163 - 165
    Date: 2022
    ISBN:
    Book title: REDES-INNOVAESTIC 2022. Libro de actas
  • Book chapter title: On the Use of Transformers for End-to-End Optical Music Recognition
    Authors: RIOS VILA, ANTONIO; Iñesta, José M.; Calvo-Zaragoza, J.
    Editorial: Springer Nature Switzerland
    Pages: 470 - 481
    Date: 2022
    ISBN:
    Book title: IbPRIA 2022: Pattern Recognition and Image Analysis

    DOI: https://doi.org/10.1007/978-3-031-04881-4_37
  • Book chapter title: Retrieval of Music-Notation Primitives via Image-to-Sequence Approaches
    Authors: Garrido-Muñoz, C. ; RIOS VILA, ANTONIO; Calvo-Zaragoza, J.
    Editorial: Springer Nature Switzerland
    Pages: 482 - 492
    Date: 2022
    ISBN:
    Book title: IbPRIA 2022: Pattern Recognition and Image Analysis

    DOI: https://doi.org/10.1007/978-3-031-04881-4_38
  • Book chapter title: Data Augmentation for End-to-End Optical Music Recognition
    Authors: , López-Gutiérrez, J. C.; Valero-Mas, J. J.; Castellanos, F. J.; Calvo-Zaragoza, J.
    Editorial: Springer Nature Switzerland
    Pages: 59 - 73
    Date: 2021
    ISBN:
    Book title: Document Analysis and Recognition ¿ ICDAR 2021 Workshops
  • Book chapter title: Domain Adaptation for Document Image Binarization via Domain Classification
    Authors: , Garrido-Munoz, C.; , Sánchez-Hernández, A.; Castellanos, F. J.; Calvo-Zaragoza, J.
    Editorial: IOS Press
    Pages: 569 - 582
    Date: 2021
    ISBN:
    Book title: Modern Management based on Big Data II and Machine Learning and Intelligent Systems III: Frontiers in Artificial Intelligence and Applications
  • Book chapter title: Evaluación Multimodal en el ABP de Creación y Entretenimiento Digital de Ingeniería Multimedia
    Authors: Villagrá Arnedo, C. J.; , Villagrá Arnedo,Carlos J.; Gallego-Durán, F.J.; , Gallego Durán,Francisco J.; Iñesta, José M.; , Iñesta Quereda,José M.; Llorens-Largo, F.; , Llorens Largo,Faraón; Lozano, M.A.; , Lozano Ortega,Miguel Á.; Molina-Carmona, R.; , Molina Carmona,Rafael; Ortiz Zamora, J.; , Ortiz Zamora,Javier; Ponce de León, P.J.; , Ponce de León Amador,Pedro J.; Sempere, M.; , Sempere Tortosa,Mireia L.; Viudes-Carbonell, S.J.; , Viudes Carbonell, Sergio J.; , Peguero López, Antonio A.
    Editorial: UNIVERSIDAD DE ALICANTE
    Pages: 295 - 296
    Date: 2021
    ISBN:
    Book title: REDES-INNOVAESTIC 2021. Libro de Actas
RELEVANT CONFERENCE PAPERS
  • 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
  • Title: Design of a music recognition, encoding, and transcription online tool
    Authors: Rizo, D.; Martínez Sevilla, Juan Carlos; , Calvo-Zaragoza:J.; Roselló, Adrián; Fuentes Martínez, Eliseo
    Type of participation: Comunicación
    Conference name: Computer Music-Multidisciplinary Research
    Event type: Internacional
    City of performance: Tokio (JAPÓN)
    Date of performance: 13/11/2023
  • Title: Music recognition, encoding, and transcription (MuRET) online tool demonstration
    Authors: Rizo, D.; Martínez Sevilla, Juan Carlos; , Calvo-Zaragoza:J.; Roselló, Adrián; Fuentes Martínez, Eliseo
    Type of participation: Comunicación
    Conference name: Computer Music-Multidisciplinary Research
    Event type: Internacional
    City of performance: Tokio (JAPÓN)
    Date of performance: 13/11/2023
  • Title: A Few-shot Neural Approach for Layout Analysis of Music Score Images
    Authors: Castellanos, F. J.; Gallego, Antonio Javier; , Ichiro Fujinaga
    Type of participation: Ponencia
    Conference name: International Society for Music Information Retrieval Conference
    Event type: Internacional
    City of performance: Milán (ITALIA)
    Date of performance: 05/11/2023
  • Title: Efficient Notation Assembly in Optical Music Recognition
    Authors: Peñarrubia-Morcillo, C. ; Garrido-Muñoz, C. ; Valero-Mas, J. J.; Calvo-Zaragoza, J.
    Type of participation: Comunicación
    Conference name: 24th International Society for Music Information Retrieval
    Event type: Internacional
    City of performance: Milán (ITALIA)
    Date of performance: 05/11/2023
  • Title: Predicting performance difficulty from piano sheet music images  
    Authors: Ramoneda, Pedro; Valero-Mas, J. J.; Jeong, Dasaem; Serra, Xavier
    Type of participation: Comunicación
    Conference name: 24th International Society for Music Information Retrieval Conference
    Event type: Internacional
    City of performance: Milán (ITALIA)
    Date of performance: 05/11/2023
  • Title: A Preliminary Study of Few-shot Learning for Layout Analysis of Music Scores
    Authors: Castellanos, F. J.; Gallego, Antonio Javier; , Ichiro Fujinaga
    Type of participation: Ponencia
    Conference name: International Workshop on Reading Music Systems (WORMS)
    Event type: Internacional
    City of performance: Milán (ITALIA)
    Date of performance: 04/11/2023
  • Title: Towards Music Notation and Lyrics Alignment: Gregorian Chants as Case Study
    Authors: Martinez-Sevilla, J. C. ; Castellanos, F. J.
    Type of participation: Ponencia
    Conference name: International Workshop on Reading Music Systems (WORMS)
    Event type: Internacional
    City of performance: Milán (ITALIA)
    Date of performance: 04/11/2023
  • Title: Encoding in human centered machine learning workflows: case study on mensural ligature recognition
    Authors: Rizo, D.; Martínez Sevilla, Juan Carlos; Delgado Sánchez, Teresa; , Calvo-Zaragoza:J.; Madueño Madueño, Antonio; García Iasci, Patricia
    Type of participation: Comunicación
    Conference name: Joint MEC TEI conference 2023
    Event type: Internacional
    City of performance: Paderborn (ALEMANIA)
    Date of performance: 04/09/2023
  • Title: A Holistic Approach for Aligned Music and Lyrics Transcription
    Authors: Martinez-Sevilla, J. C. ; Rios-Vila, A. ; Castellanos, F. J.; Calvo-Zaragoza, J.
    Type of participation: Ponencia
    Conference name: 17th International Conference on Document Analysis and Recognition
    Event type: Internacional
    City of performance: San José (ESTADOS UNIDOS DE AMÉRICA)
    Date of performance: 20/08/2023
    RUA: https://doi.org/10.1007/978-3-031-41676-7_11