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Docentes Politécnico
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Jaime A. Martins, PhD, is an Adjunct Professor at the University of Algarve and a CEOT researcher specializing in computational neuroscience, neural networks for low-level vision, bio-inspired identity recognition, and energy-efficient IoT devices using genetic algorithms. Holding dual degrees in Electrical and Electronics Engineering and Clinical Psychology, along with a PhD in Computer Science (2014, University of Algarve), he has contributed to advancements in the "Web of Things" paradigm (W3C/IEEE), deep learning for fruit analytics and chemometrics, and bioinformatics. With 29 peer-reviewed articles, 5 conference posters, 12 organized events, and participation in 14 funded projects, his expertise spans computer engineering, cortical modeling, attention, computer and human vision, facial recognition, 5G navigation, and autonomous systems. He has collaborated with over 70 researchers, served on 12 scientific committees, and received 4 academic awards, with a career at the intersection of computer science, neuroscience, and engineering.
Produções
Jaime A. Martins; João M. F. Rodrigues. 2025. "Intelligent Monitoring Systems for Electric Vehicle Charging". Applied Sciences. https://doi.org/10.3390/app15052741
Adriana Guerreiro; Custódia Gago; Passos, D; J. A. Martins; Sandra P. Cruz or Sandra Cruz; Fernão Veloso; Rui Guerra; Antunes, MDC. 2025. "Edible Coatings Enhance Storability and Preserve Quality of Kiwiberry (Actinidia arguta L.) cv. Ken’s Red". Horticulturae. https://doi.org/10.3390/horticulturae11010105
J.A. Martins; D. Rodrigues; A.M. Cavaco; M.D. Antunes; R. Guerra. 2023. "Estimation of soluble solids content and fruit temperature in 'Rocha' pear using Vis-NIR spectroscopy and the SpectraNet–32 deep learning architecture". Postharvest Biology and Technology, 199: 112281-112281. https://doi.org/10.1016/j.postharvbio.2023.112281
Martins, J. A.; Guerra, R.; Pires, R.; Antunes, M.D.; Panagopoulos, T.; Brázio, A.; Afonso, A.M.; et al. 2022. "SpectraNet–53: A deep residual learning architecture for predicting soluble solids content with VIS–NIR spectroscopy". Computers and Electronics in Agriculture, 197. https://doi.org/10.1016/j.compag.2022.106945
Passos, D.; Mishra, P.; Martins, J. A.; Guerra, R.. 2021. Exploring Deep learning as a tool to enhance Chemometrics and analysis of VIS-NIR spectra of agriculture produce. Em Sensor FINT'21 - Smart Spectral Sensors for Agri-food Quality and Process Control,.
Guerra, R.; Cavaco, A.; Passos, D.; Afonso, A.; Pires, R.; Cruz, S.; Martins, J. A.; et al. 2021. Overview of applications of VIS/NIR spectroscopy developed in CEOT for monitoring fruits and plants. Em Sensor FINT'21 - Smart Spectral Sensors for Agri-food Quality and Process Control,.
Schütz, G.; Martins, J. A.. 2020. "A comprehensive approach for optimizing controller placement in Software-Defined Networks". Computer Communications, 159: 198-205. https://doi.org/10.1016/j.comcom.2020.05.008
Mazayev, A.; Martins, J. A.; Correia, N.. 2018. "Interoperability in IoT Through the Semantic Profiling of Objects". IEEE Access, 6: 19379-19385. https://doi.org/10.1109/access.2017.2763425
Schutz, G.; Correia, N.; Martins, J. A.; Mazayev, A.; Barradas, A.. 2018. "A Bounded Heuristic for Collection-Based Routing in Wireless Sensor Networks". IEEE Access, 6: 29858-29864. https://doi.org/10.1109/ACCESS.2018.2841846
Martins, J. A.; Lam, R.L.; Rodrigues, J.M.F.; du Buf, J.M.H.. 2018. "Expression-invariant face recognition using a biological disparity energy model". Neurocomputing, 297: 82-93. https://doi.org/10.1016/j.neucom.2018.02.054
Mazayev, A.; Martins, J. A.; Correia, N.. 2018. "Semantically Enriched Hypermedia APIs for Next Generation IoT". Em Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, 19-26. Springer International Publishing. https://doi.org/10.1007/978-3-319-93797-7_3
Mazayev, A.; Martins, J. A.; Correia, N.. 2017. "Semantic web thing architecture". Trabalho apresentado em 4th Experiment@International Conference (exp.at'17),2017. https://doi.org/10.1109/expat.2017.7984368
Correia, N.; Mazayev, A.; Schutz, G.; Martins, J. A.; Barradas, A.. 2017. "Resource Design in Constrained Networks for Network Lifetime Increase". IEEE Internet of Things Journal, 4 (5): 1611-1623. https://doi.org/10.1109/jiot.2017.2678517
Martins, J. A.; Mazayev, A.; Correia, N.; Schutz, G.; Barradas, A.. 2017. "GACN: Self-Clustering Genetic Algorithm for Constrained Networks". IEEE Communications Letters, 21 (3): 628-631. https://doi.org/10.1109/lcomm.2016.2641420
Rodrigues, J.; Alves, R.; Sousa, L.; Negrier, A.; Monteiro, J.; Cardoso, P.; Felisberto, P.; et al. 2017. "PRHOLO: 360° interactive public relations". Em Smart Technologies: Breakthroughs in Research and Practice, 156-181. IGI Global. https://doi.org/10.4018/978-1-5225-2589-9.ch007
Martins, J. A.; Mazayev, A.; Correia, N.. 2017. "Hypermedia APIs for the Web of Things". IEEE Access, 5: 20058-20067. https://doi.org/10.1109/access.2017.2755259
Rodrigues, J.; Alves, R.; Sousa, L.; Negrier, A.; Monteiro, J.; Cardoso, P.; Felisberto, P.; et al. 2016. "PRHOLO: 360º Interactive Public Relations". Em Handbook of Research on Human-Computer Interfaces, Developments, and Applications, 162-187. IGI Global. https://doi.org/10.4018/978-1-5225-0435-1.ch007
Mazayev, A.; Martins, J. A.; Correia, N.. 2016. "Improving Accessibility through Semantic Crowdsourcing". Em Proceedings of the 7th International Conference on Software Development and Technologies for Enhancing Accessibility and Fighting Info-exclusion.: ACM. https://doi.org/10.1145/3019943.3020001
Correia, N.; Schutz, G.; Mazayev, A.; Martins, J. A.; Barradas, A.. 2016. "An Energy-Aware Resource Design Model for Constrained Networks". IEEE Communications Letters, 20 (8): 1631-1634. https://doi.org/10.1109/lcomm.2016.2572699
Martins, J.M.S.; Rodrigues, J.M.F.; Martins, J. A.. 2015. "Low-cost Natural Interface Based on Head Movements". Procedia Computer Science, 67: 312-321. https://doi.org/10.1016/j.procs.2015.09.275
Martins, J. A.; Rodrigues, J. M. F.; du Buf, Hans. 2015. "Luminance, Colour, Viewpoint and Border Enhanced Disparity Energy Model". PLOS ONE, 10 (6). https://doi.org/10.1371/journal.pone.0129908
Martins, J. A.; Rodrigues, J.M.F.; du Buf, J.M.H.. 2015. "Proto-object categorisation and local gist vision using low-level spatial features". Biosystems, 135: 35-49. https://doi.org/10.1016/j.biosystems.2015.07.001
Alves, R.; Madeira, M.; Ferrer, J.; Costa, S.; Lopes, D.; Silva, B.; Sousa, L.; Martins, J. A.; Rodrigues, J.. 2014. "Fátima revisited: An interactive installation". Trabalho apresentado em Int. Multidisciplinary Scientific Conf. on Social Sciences and Arts, Varna, Bulgária,02 de setembro, 2014. https://doi.org/10.5593/sgemsocial2014/B41/S13.016
Martins, Jaime Afonso do Nascimento Carvalho. 2014. "Face and object recognition by 3D cortical representations". Doutoramento. http://hdl.handle.net/10400.1/6815
Tersic, K.; Lobato, D.; Saleiro, Mário; Martins, J. A.; Farrajota, Miguel; Rodrigues, J. M. F.; du Buf, J. M. H.. 2013. "Biological models for active vision: towards a unified architecture". Em LNCS Computer Vision Systems. Vol. 7963. Portugal: Springer Berlin Heidelberg. https://doi.org/10.1007/978-3-642-39402-7_12
Martins, J. A.; Rodrigues, J.; du Buf, J. M. H.. 2012. "Local object gist: meaningful shapes and spatial layout at a very early stage of visual processing". Gestalt Theory, 34. http://gth.krammerbuch.at/content/vol34-issueheft3-4
Martins, J. A.; Farrajota, M.; Lam, R.; Rodrigues, J.; Terzic, K.; du Buf, J. M. H.. 2012. "A disparity energy model improved by line, edge and keypoint correspondences". Trabalho apresentado em 35th European Conf. on Visual Perception, Alghero, Itália.
Rodrigues, J.M.F.; Martins, J. A.; Lam, R.; Du Buf, J.M.H.. 2012. "Cortical multiscale line-edge disparity model". Em LNCS Image Analysis and Recognition. Vol. 7324. Portugal. https://doi.org/10.1007/978-3-642-31295-3_35
Farrajota, M.; Martins, J. A.; Rodrigues, J.; du Buf, J. M. H.. 2011. "Disparity energy model with keypoint disparity validation". Em Proc. 17th Portuguese Conf. on Pattern Recognition. Portugal.
Martins, J. A.; Rodrigues, J.; du Buf, J. M. H.. 2011. "Local gist vision of man-made objects". Trabalho apresentado em IV Rovereto Attention Workshop, Rovereto, Itália.
Martins, J. A.; Rodrigues, J. M. F.; du Buf, J. M. H.. 2011. "Disparity energy model using a trained neuronal population". Trabalho apresentado em IEEE International Symposium on Signal Processing and Information Technology (ISSPIT),2011, 287-292. https://doi.org/10.1109/ISSPIT.2011.6151575
Martins, J. A.; Rodrigues, J.; Du Buf, J.M.H.. 2009. "Focus of attention and region segregation by low-level geometry". Trabalho apresentado em International Conference on Computer Vision Theory and Applications,2009, 267-272.
Martins, J. A.; Rodrigues, J.; du Buf, J. M. H.. 2009. "Object segregation and local gist vision using low-level geometry". Trabalho apresentado em 32nd European Conference on Visual Perception, Regensburg, Alemanha.
Martins, Jaime; Martins, Jaime A.; Rodrigues, J. M. F.; du Buf, J. M. H.. 2008. "Region segregation and saliency using colour information". Trabalho apresentado em Port. Conf. Patt. Recog., Portugal,janeiro, 2008.
Rodrigues, J. M. F.; Almeida, D.; Martins, J. A.; Lam, R.; du Buf, J. M. H.. 2008. "An integrated framework for combining gist vision with object segregation, categorisation and recognition". Trabalho apresentado em 31th European Conference on Visual Perception (ECVP2008), Utrecht, Países Baixos.
