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Artificial Intelligence for Temporal Modelling of Shapes, Signals and Data

 

About Tech4D

Tech4D is a research laboratory at the University of Alicante devoted to the development of advanced computational methods for understanding complex data across space and time. Our work brings together artificial intelligence, computer vision, 3D technologies, temporal shape analysis, multimodal learning and mathematically grounded modelling to study how forms, signals and structures evolve over time.

The laboratory is especially interested in research problems where time plays a central role: longitudinal analysis, shape evolution, multimodal integration and intelligent modelling of dynamic phenomena. This perspective allows us to address challenging questions in health, biomedical imaging, human-centred AI and other application domains where static analysis alone is not sufficient.

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Research lines

Tech4D develops advanced computational methods to analyse complex data across space and time. Our research combines artificial intelligence, 3D technologies, computer vision, temporal modelling and mathematically grounded learning to study how shapes, signals and structures evolve over time.

Computer Vision, 3D Technologies and Medical Imaging

Methods for analysing images, video, medical imaging data and 3D representations in complex biomedical and real-world environments.

Artificial Intelligence, Neural Networks and Deep Learning

AI methods based on neural networks, deep learning and representation learning for challenging scientific and applied problems.

Temporal Shape Analysis and Dynamic Modelling

Computational analysis of shapes, structures and signals that evolve over time through longitudinal and dynamic modelling approaches.

Multimodal and Informed Machine Learning

Learning methods that combine images, signals, text, metadata and domain knowledge to build robust and meaningful AI systems.

Virtual Reality and Intelligent Interactive Systems

Virtual and immersive technologies combined with AI for interaction, simulation, visualisation and human-centred applications.

Others

Computational analysis of shapes, structures and signals that evolve over time through longitudinal and dynamic modelling approaches.

Projects

Featured research projects

Tech4D develops research projects that combine methodological innovation with high-impact application domains. The following projects illustrate part of the lab’s current research activity and its commitment to biologically grounded, temporal and human-centred AI.

Tech4D-tech4dietPerson focuses on personalised AI for overweight and obesity, combining multimodal patient data to improve monitoring, motivation and adherence to dietary-nutritional treatments. The project supports the development of digital tools for continuous follow-up and healthier lifestyle.
 
Ongoing · Humans · Health · Multimodal AI
 

e-Lasmobranc advances the use of new technologies, including machine learning, to improve knowledge of elasmobranch species—such as sharks, rays and torpedoes—in south-eastern Spain, supporting their monitoring, management and incorporation into conservation frameworks.
 
Ongoing · Fish · Biology · Deep learning
 

GLORiA-TOOLS develops and transfers tools and technologies to improve the environmental and socioeconomic resilience of open-sea aquaculture under global change, including spatio-temporal risk modelling, traceability tools, artificial vision and machine learning for fish escape management.
 
Ongoing · Fish · Biology · Deep learning
 

Team

People behind Tech4D

Tech4D is a multidisciplinary team that brings together researchers from different areas of expertise, including computer science and health sciences.

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Jorge Azorin-Lopez

Lab Co-Director

Full Professor

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Computer scientist

Andres Fuster-Guillo  

Lab Co-Director

Full Professor

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Computer scientist

Marcelo Saval-Calvo

Senior researcher

Associate Professor

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Computer scientist

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Miriam Sanchez-Sansegundo

Senior researcher

Associate Professor

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Health scientist

Ana Zaragoza-Marti

Senior researcher

Associate Professor

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Health scientist

José Antonio Hurtado-Sanchez

Senior researcher

Associate Professor

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Health scientist

Nahuel

Nahuel Garcia-D'Urso

Researcher

Assistant Professor

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Computer scientist

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Bernabe Sanchez-Sos

PhD student

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Multimedia engineer

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Mario Jerez-Tallon

PhD student

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Robotics engieneer

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Ismael Bevia-Ballesteros

PhD student

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Biomedical engineer

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Mario Tome-Fernandez

PhD student

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Psycologist

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Marina Berbegal-Bernabeu

PhD student

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Psycologist

 

Collaborating researchers

Tech4D works closely with collaborating researchers from other universities and research centres who contribute complementary expertise to the lab’s scientific activity, interdisciplinary projects and international collaborations.

  • Marc Sebban — Laboratoire Hubert Curien, University Jean Monnet (France)
  • Amaury Habrard —  Laboratoire Hubert Curien, University Jean Monnet (France)
  • Robert Fisher — University of Edinburgh (United Kingdom)
  • Ihsan Ullah — University of Galway (Ireland)

Contact

Tech4D welcomes collaboration with researchers, institutions, students and organisations interested in artificial intelligence, computer vision, 3D technologies, temporal analysis and multimodal research. We are open to interdisciplinary collaborations, new datasets and application domains, joint projects and academic exchange.

Jorge Azorin-Lopez

[email protected]

Politechnics School II Building
       University of Alicante
       Alicante (Spain)

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