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Inês Domingues graduated in Applied Mathematics in the School of Sciences at the University of Porto in 2004, completed a Masters degree in Electrical and Telecommunications Engineering at Aveiro University in 2008, and finished the PhD in Electrical and Computer Engineering in the School of Engineering at the University of Porto in 2015 (Cum Laude). She is currently an Assistant Professor (Professor Adjunto) at DEIS-ISEC and Researcher at Centro de Investigação do Instituto Português de Oncologia do Porto (CI-IPOP). She teaches across the domain of Artificial Intelligence and is President part of the jury for accreditation of competences in the Informatics Engineering degrees. Published 19 articles in specialized journals. Has 6 book chapters and 1 book. Organized 5 events. Supervised 5 master's theses and co-supervised 4. Received 9 awards and/or honours. In professional activities, interacted with 120 collaborators in co-authorship of scientific papers. She is also Associate Editor of IEEE Access and Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization.
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Identification

Personal identification

Full name
Inês Campos Monteiro Sabino Domingues
Date of birth
1982/04/15
Gender
Female

Citation names

  • Domingues, Inês
  • Inês Domingues
  • Inês Carbone
  • Carbone, Inês

Author identifiers

Ciência ID
971F-F25B-1E79
ORCID iD
0000-0002-2334-7280
Google Scholar ID
wsX09lEAAAAJ&hl
Researcher Id
B-7335-2012
Scopus Author Id
57183994300

Email addresses

  • inesdomingues@gmail.com (Professional)

Addresses

  • Centro de Investigação do IPO-Porto (CI-IPOP). Rua Dr. António Bernardino de Almeida, 4200-072 , Porto, Porto, Portugal (Professional)
  • Polytechnic Institute of Coimbra, Coimbra Institute of Engineering, Rua Pedro Nunes - Quinta da Nora, 3030-199, Coimbra, Coimbra, Portugal (Professional)

Websites

Knowledge fields

  • Exact Sciences - Mathematics - Applied Mathematics
  • Engineering and Technology - Medical Engineering
  • Engineering and Technology
  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics
  • Exact Sciences - Mathematics - Applied Mathematics
  • Exact Sciences - Mathematics - Applied Mathematics

Languages

Language Speaking Reading Writing Listening Peer-review
English Intermediate (B1) Advanced (C1) Intermediate (B1) Intermediate (B1)
Portuguese Advanced (C1) Advanced (C1) Advanced (C1) Advanced (C1)
Education
Degree Classification
2015
Concluded
 Doutoramento em Engenharia Electrotécnica e de Computadores (Doutoramento)
Universidade do Porto Faculdade de Engenharia, Portugal
"An automatic mammogram system: from screening to diagnosis" (THESIS/DISSERTATION)
 Cum Laude
2008
Concluded
 Mestrado em Engenharia Electrónica e Telecomunicações (Mestrado)
Universidade de Aveiro, Portugal
"Segmentação do Tracto Vocal a partir de Estudos Imagiológicos de Ressonância Magnética" (THESIS/DISSERTATION)
 16/20
2004
Concluded
 Matemática Aplicada à Tecnologia (Licenciatura)
Universidade do Porto Faculdade de Ciências, Portugal
"Processamento de Sinal de Electroencefalogramas" (THESIS/DISSERTATION)
 15/20
Affiliation

Science

Category
Host institution 		Employer
2021/09/01 - Current Researcher (Research) Instituto Português de Oncologia do Porto Francisco Gentil Centro de Investigação, Portugal
Instituto Português de Oncologia do Porto Francisco Gentil Centro de Investigação, Portugal
2017 - 2021/08/31 Postdoc (Research) Instituto Português de Oncologia do Porto Francisco Gentil EPE, Portugal
Instituto Português de Oncologia do Porto Francisco Gentil Centro de Investigação, Portugal
2011 - 2014 Researcher (Research) Associação para a Inovação e Desenvolvimento da FCT, Portugal
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2021/09/01 - Current Adjunct Teacher (Polytechnic Teacher) Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
Instituto Politécnico de Coimbra, Portugal
2018 - 2021/08/31 Invited Assistant (Polytechnic Teacher) Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2009 - 2010 Invited Assistant (University Teacher) Universidade do Porto Faculdade de Engenharia, Portugal
Universidade do Porto Faculdade de Engenharia, Portugal

Other Careers

Category
Host institution 		Employer
2016 - 2017 Coordenador Técnico (Assistente Técnico) Follow Inspiration, Portugal
2014 - 2016 Técnico Superior (Técnico Superior) Vision-Box, Portugal
Vision-Box, Portugal

Positions / Appointments

Category
Host institution 		Employer
2021/11/05 - 2023/10/27 President Associação Portuguesa de Reconhecimento de Padrões, Portugal
Associação Portuguesa de Reconhecimento de Padrões, Portugal
2019 - 2021/11/04 Treasurer of the presidency Associação Portuguesa de Reconhecimento de Padrões, Portugal
Projects

Grant

Designation Funders
2013 - 2014 BCS project (Modulos Automaticos de Auxilio ao Rastreio e Diagnostico do Cancro da Mama Integrados em Sistemas PACS)
33928
Researcher
Concluded
2011 - 2014 An automatic mammogram system: from screening to diagnosis
SFRH/BD/70713/2010
PhD Student Fellow
Concluded
2009 - 2011 Semantic PACS (Picture Archiving and Communication System with Semantic Search Engine)
3472
3472
Researcher
N/A
Concluded
2009 - 2010 Método objectivo avançado para a avaliação do resultado estético de cirurgias mamárias
PTDC/EIA/64914/2006
2009 - 2009 SUCODIC - Desarrollo de Sistemas Ultrasónicos y Computacionales para Diagnóstico Cardiovascular
506PIC0295
Researcher
2007 - 2008 Utilização de tutoria electrónica para promoção da qualidade do ensino superior
POCI/ALG/04.01.02/0021/0001/2006
2005 - 2007 HERON - Um ambiente computacional para investigação em síntese articulatória do Português
POSI/PLP/57680/2004

Contract

Designation Funders
2020/02/01 - 2021/01/31 PatientCare COVID-19
NORTE-01-02B7-FEDER-048416
Supervisor
Concluded
2017/05/01 - 2020/04/30 Early-stage cancer treatment in the context of molecular imaging (ESTIMA)
NORTE-01-0145-FEDER-000027
Post-doc Fellow
Instituto Português de Oncologia do Porto Francisco Gentil EPE, Portugal
Ongoing
Outputs

Publications

Book
  1. Pereira, G.; Domingues, I.; Martins, P.; Abreu, P.H.; Duarte, H.; Santos, J.. Registration of CT with PET: A Comparison of Intensity-Based Approaches. 2018.
    10.1007/978-3-030-05288-1_11
Book chapter
  1. José Maurício; Inês Domingues. "Knowledge Distillation of Vision Transformers and Convolutional Networks to Predict Inflammatory Bowel Disease". 2024.
    10.1007/978-3-031-49018-7_27
  2. José Maurício; Inês Domingues. "Deep Neural Networks to Distinguish Between Crohn’s Disease and Ulcerative Colitis". 2023.
    10.1007/978-3-031-36616-1_42
  3. Diana Serrano; Celeste Dias; Bruno Cardoso; Inês Domingues. "Predicting the Use of Invasive Mechanical Ventilation in ICU COVID-19 Patients". 2021.
    10.1007/978-3-030-93420-0_1
  4. "Deep Learning vs. Super Pixel Classification for Breast Masses Segmentation". 121-156. CRC Press, 2021.
    10.1201/9780367855611-7
  5. Neves, A.J.R.; Campos, D.; Duarte, F.; Pereira, F.; Domingues, I.; Santos, J.; Leão, J.; et al. "A Personal Robot as an Improvement to the Customers’ In-store Experience". 2019.
    10.1007/978-3-030-02907-4_15
  6. Oliveira, Ana Catarina; Domingues, Inês; Duarte, Hugo; Santos, João; Abreu, Pedro H.. "Going Back to Basics on Volumetric Segmentation of the Lungs in CT: A Fully Image Processing Based Technique". In Pattern Recognition and Image Analysis, 322-334. Springer International Publishing, 2019.
    10.1007/978-3-030-31321-0_28
Conference paper
  1. Inês Domingues. "Shift If You Can: Counting and Visualising Correction Operations for Beat Tracking Evaluation". Paper presented in 21st Int. Society for Music Information Retrieval Conf., Montréal, 2020.
  2. Ferreira, Jorge; Domingues, Ines; Sousa, Olga; Sampaio, Ines Lucena; Santos, Joao A. M.. "Classification of oesophagic early-stage cancers: deep learning versus traditional learning approaches". 2020.
    10.1109/bibe50027.2020.00127
  3. Inês Domingues. "Artificial Intelligence in the Operating Room: evaluating traditional classifiers to predict patient readmission". Paper presented in Portuguese Conference on Pattern Recognition (RECPAD), 2020.
  4. Silva, Gabriel; Domingues, Ines; Duarte, Hugo; Santos, Joao A. M.. "Automatic Generation of Lymphoma Post-Treatment PETs using Conditional-GANs". Paper presented in 2019 Digital Image Computing: Techniques and Applications (DICTA), 2019.
    10.1109/dicta47822.2019.8945835
  5. Marques, F.; Domingues, I.; Amorim, J.P.; Duarte, H.; Santos, J.; Abreu, P.H.. "An iterative oversampling approach for ordinal classification". Paper presented in ACM/SIGAPP Symposium On Applied Computing (SAC), 2019.
    10.1145/3297280.3297560
  6. Inês Domingues. "Classifying very small multi-modal data: application oesophagic early-stage cancers". Paper presented in Portuguese Conference on Pattern Recognition (RECPAD), 2019.
  7. Amorim, J.P.; Domingues, I.; Abreu, P.H.; Santos, J.. "Interpreting deep learning models for ordinal problems". Paper presented in European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), 2018.
  8. Domingues, I.; Abreu, P.H.; Santos, J.. "Bi-Rads Classification of Breast Cancer: A New Pre-Processing Pipeline for Deep Models Training". Paper presented in IEEE International Conference on Image Processing (ICIP), 2018.
    10.1109/ICIP.2018.8451510
  9. Domingues, I.; Amorim, J.P.; Abreu, P.H.; Duarte, H.; Santos, J.. "Evaluation of Oversampling Data Balancing Techniques in the Context of Ordinal Classification". Paper presented in International Joint Conference on Neural Networks (IJCNN), 2018.
    10.1109/IJCNN.2018.8489599
  10. Neves, A.; Campos, D.; Duarte, F.; Domingues, I.; Santos, J.; Leão, J.; Xavier, J.; et al. "Functionalities and requirements of an autonomous shopping vehicle for people with reduced mobility". Paper presented in 3rd International Conference on Vehicle Technology and Intelligent Transport Systems (VEHITS), 2017.
    10.5220/0006385903730380
  11. Silvia Bessa; Ines Domingues; Jaime S. Cardosos; Pedro Passarinho; Pedro Cardoso; Vitor Rodrigues; Fernando Lage. "Normal breast identification in screening mammography: A study on 18 000 images". 2014.
    10.1109/bibm.2014.6999178
  12. Ines Domingues; Jaime S. Cardoso; Inês Domingues. "Using Bayesian surprise to detect calcifications in mammogram images". 2014.
    10.1109/embc.2014.6943784
  13. Koozegar, E.; Soryani, M.; Domingues, I.. "A New Local Adaptive Mass Detection Algorithm in Mammograms". 2013.
    10.5220/0004218201330137
  14. Koozegar, E.; Soryani, M.; Domingues, I.. "A new local adaptive mass detection algorithm in mammograms". 2013.
    10.5220/0004218201330137
  15. Inês Domingues. "Mass detection on mammogram images: a first assessment of deep learning techniques". Paper presented in 19th Portuguese Conference on Pattern Recognition (RECPAD), 2013.
  16. Inês Domingues. "Pre-CADs in Breast Cancer". Paper presented in 2nd PhD. Students Conference in Electrical and Computer Engineering (StudECE), 2013.
  17. Inês Domingues. "Breast Density Classification: a comparison of Different Classification Schemes". Paper presented in 2nd PhD. Students Conference in Electrical and Computer Engineering (StudECE), 2013.
  18. Jaime S. Cardoso; Ricardo Sousa; Ines Domingues; Cardoso, J.S.; Sousa, R.; Domingues, I.. "Ordinal Data Classification Using Kernel Discriminant Analysis: A Comparison of Three Approaches". Paper presented in International Conference on Machine Learning and Applications (ICMLA), 2012.
    10.1109/ICMLA.2012.86
  19. Inês Domingues. "SVM classification of breast tumors on ultrasound images using morphological features". Paper presented in Congresso Brasileiro de Engenharia Biomédica (CBEB), 2012.
  20. Inês Domingues. "INBreast-database masses characterization". 2012.
  21. Inês Domingues. "Max Ordinal Learning applied to the BI-RADS classification of mammograms". Paper presented in 1st PhD. Students Conference in Electrical and Computer Engineering (StudECE), 2012.
  22. Jaime S. Cardoso; Inês Domingues. "Max-Coupled Learning: Application to Breast Cancer". Paper presented in 10th International Conference on Machine Learning and Applications (ICMLA), 2011.
    10.1109/icmla.2012.86
  23. Inês Domingues. "Max-Coupled Ordinal Classification". 2011.
  24. Inês Domingues. "Mammograms image processing". 2011.
  25. Cardoso, J.S.; Domingues, I.; Amaral, I.; Moreira, I.; Passarinho, P.; Comba, J.S.; Correia, R.; Cardoso, M.J.. "Pectoral muscle detection in mammograms based on polar coordinates and the shortest path". Paper presented in 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), 2010.
    10.1109/ICMLA.2011.93
  26. Domingues, I.; Cardoso, J.S.; Amaral, I.; Moreira, I.; Passarinho, P.; Comba, J.S.; Correia, R.; Cardoso, M.J.. "Pectoral muscle detection in mammograms based on the shortest path with endpoints learnt by SVMs". Paper presented in 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBS), 2010.
    10.1109/icmla.2011.93
  27. Inês Domingues. "Multi-Source Automatic Breast Cancer Diagnosis". 2010.
  28. Inês Domingues. "Microcalcification Detection in Full Field Digital Mammograms". 2010.
  29. Martins, P.; Carbone, I.; Silva, A.; Teixeira, A.. "An MRI study of European Portuguese nasals". Paper presented in Interspeech, 2007.
  30. Martins, Paula; Carbone, Ines; Silva, Augusto; Teixeira, Antonio. "An MRI study of European Portuguese nasals". 2007.
    10.1017/S1742758411000282
Journal article
  1. Inês Domingues; Ana Filipa Sequeira. "Editorial of the Special Issue from WorldCIST'20". Computational and Mathematical Organization Theory (2023): https://doi.org/10.1007/s10588-022-09361-4.
    10.1007/s10588-022-09361-4
  2. José Maurício; Inês Domingues; Jorge Bernardino. "Comparing Vision Transformers and Convolutional Neural Networks for Image Classification: A Literature Review". Applied Sciences (2023): https://doi.org/10.3390/app13095521.
    10.3390/app13095521
  3. Bruno Mendes; Inês Domingues; João Santos. "U-Net Architectures for Prostate Cancer Radiation Therapy". U.Porto Journal of Engineering (2023): https://doi.org/10.24840/2183-6493_009-001_001551.
    10.24840/2183-6493_009-001_001551
  4. Bruno Mendes; Inês Domingues; Filipe Dias; João Santos. "Cone Beam Computed Tomography Radiomics for Prostate Cancer: Favourable vs. Unfavourable Prognosis Prediction". Applied Sciences (2023): https://doi.org/10.3390/app13031378.
    10.3390/app13031378
  5. Bruno Mendes; Inês Domingues; Augusto Silva; João Santos. "Prostate Cancer Aggressiveness Prediction Using CT Images". Life 11 11 (2021): 1164-1164. https://doi.org/10.3390/life11111164.
    10.3390/life11111164
  6. Luís Viegas; Inês Domingues; mateus mendes. "Study on Data Partition for Delimitation of Masses in Mammography". Journal of Imaging (2021): https://www.mdpi.com/2313-433X/7/9/174.
    10.3390/jimaging7090174
  7. Laura Providência; Inês Domingues; João Santos. "An Iterative Algorithm for Semisupervised Classification of Hotspots on Bone Scintigraphies of Patients with Prostate Cancer". Journal of Imaging (2021): https://doi.org/10.3390/jimaging7080148.
    10.3390/jimaging7080148
  8. Inês Domingues; Ana F. Sequeira; Carla Pinto; Àlvaro Rocha. "Multimedia systems and applications in biomedicine". Computer Methods in Biomechanics and Biomedical Engineering: Imaging & Visualization (2020): https://doi.org/10.1080/21681163.2020.1722756.
    10.1080/21681163.2020.1722756
  9. Domingues, Ines; Muller, Henning; Ortiz, Andres; Dasarathy, Belur V.; Abreu, Pedro H.; Calhoun, Vince D.; Inês Domingues; et al. "Guest Editorial: Information Fusion for Medical Data: Early, Late, and Deep Fusion Methods for Multimodal Data". IEEE Journal of Biomedical and Health Informatics 24 1 (2020): 14-16. http://dx.doi.org/10.1109/jbhi.2019.2958429.
    10.1109/jbhi.2019.2958429
  10. Domingues, Inês; Pereira, Gisèle; Martins, Pedro; Duarte, Hugo; Santos, João; Abreu, Pedro Henriques. "Using deep learning techniques in medical imaging: a systematic review of applications on CT and PET". Artificial Intelligence Review (2019): http://dx.doi.org/10.1007/s10462-019-09788-3.
    10.1007/s10462-019-09788-3
  11. Ines Domingues; Ines Lucena Sampaio; Hugo Duarte; Joao A. M. Santos; Pedro H. Abreu. "Computer Vision in Esophageal Cancer: A Literature Review". IEEE Access 7 (2019): 103080-103094. https://doi.org/10.1109/ACCESS.2019.2930891.
    10.1109/ACCESS.2019.2930891
  12. Inês Domingues. "A Personal Robot as an Improvement to the Customers' In- Store Experience". Service Robots (2018): http://www.intechopen.com/books/service-robots/a-personal-robot-as-an-improvement-to-the-customers-in-store-experience.
    10.5772/intechopen.70277
  13. Cardoso, J.S.; Domingues, I.; Oliveira, H.P.. "Closed shortest path in the original coordinates with an application to breast cancer". International Journal of Pattern Recognition and Artificial Intelligence 29 1 (2015): http://www.scopus.com/inward/record.url?eid=2-s2.0-84929359112&partnerID=MN8TOARS.
    10.1109/tnnls.2013.2287381
  14. Domingues, I.; Cardoso, J.S.; Ines Domingues; Jaime S. Cardoso; Inês Domingues. "Max-ordinal learning". IEEE Transactions on Neural Networks and Learning Systems 25 7 (2014): 1384-1389. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903271739&partnerID=MN8TOARS.
    10.1109/BIBM.2014.6999178
  15. Inês C. Moreira; Igor Amaral; Inês Domingues; António Cardoso; Maria João Cardoso; Jaime S. Cardoso. "INbreast". Academic Radiology 19 2 (2012): 236-248. http://dx.doi.org/10.1016/j.acra.2011.09.014.
    10.1016/j.acra.2011.09.014
  16. Paula Martins; Inês Carbone; Alda Pinto; Augusto Silva; António Teixeira. "European Portuguese MRI based speech production studies". Speech Communication 50 11-12 (2008): 925-952. https://doi.org/10.1016%2Fj.specom.2008.05.019.
    10.1121/1.2942841
  17. Paula Martins; Ine^s Carbone; Augusto Silva; Anto´nio Teixeira. "MRI study of coarticulation in European Portuguese". The Journal of the Acoustical Society of America 122 5 (2007): 3031-3031. https://doi.org/10.1121%2F1.2942842.
    10.1121/1.2942842
  18. Ine^s Carbone; Paula Martins; Augusto Silva; Anto´nio Teixeira. "Volumetric MRI acquisition and processing". The Journal of the Acoustical Society of America 122 5 (2007): 3030-3030. https://doi.org/10.1121%2F1.2942841.
    10.1016/j.specom.2008.05.019
  19. Inês Carbone; Willem L. van Meurs; Hugo Azevedo; Eugene Freid. "Simplified, validated empirical model for thermodilution cardiac output.". Simulation in Healthcare: The Journal of the Society for Simulation in Healthcare 1 3 (2006): 183-183. https://doi.org/10.1097%2F01266021-200600130-00020.
    10.1097/01266021-200600130-00020
Preprint
  1. Stephanie Batista Niño; Jorge Bernardino; Inês Domingues. "Algorithms for Liver Segmentation in Computed Tomography Scans: A Historical Perspective". 2024. https://doi.org/10.20944/preprints202402.0464.v1.
    10.20944/preprints202402.0464.v1
Report
  1. Inês Domingues. 2014. BCS report: State of the Art in Pre-CAD and CAD in Breast Cancer Screening and Diagnosis.
  2. Inês Domingues. 2011. Multi-Source Automatic Breast Cancer Diagnosis - intermediate report.
  3. Inês Domingues. 2011. Semantic PACS Report Computer Aided Mammography - recent advances.
  4. Inês Domingues. 2010. Semantic PACS Report Computer Aided Mammography - a follow up.
  5. Inês Domingues. 2006. Ressonência Magnética estática e dinâmica aplicada ao estudo da Fonética Articulatória do Português Europeu (PE).
  6. Inês Domingues. 2006. Base de dados RM dos sons do Português Europeu.
Activities

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2021 - 2021 CT segmentation in the context of Prostate Cancer
Supervisor
 Master’s degree in Mathematical Engineering (Master)
Universidade do Porto Faculdade de Ciências, Portugal
2021 - 2021 Quantificação de metásteses ósseas em doentes com cancro da próstata com algoritmos de processamento de imagem e inteligência artificial
Supervisor
 Master’s degree in Medical Physics (Master)
Universidade do Porto Faculdade de Ciências, Portugal
2021 - 2021 Artificial Generation of Clothes
Supervisor
 Master’s degree in Mathematical Engineering (Master)
Universidade do Porto Faculdade de Ciências, Portugal
2020 - 2020 Classifying very small multi-modal data: application oesophagic early-stage cancers
Supervisor
 Master’s degree in Mathematical Engineering (Master)
Universidade do Porto Faculdade de Ciências, Portugal
2020 - 2020 Estudo do impacto ao cálculo da dose no planeamento dos tratamentos de radioterapia
Supervisor
 Licenciatura em Engenharia Biomédica - Bioelectrónica (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2020 - 2020 Inteligência Artificial em ambiente de bloco operatório
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2020 - 2020 Integração Aplicacional
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2020 - 2020 Data Science Relevance to Make Data-Driven Decisions
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2020 - 2020 Manutenção de uma Plataforma Core de Seguros
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2020 - 2020 Gestão e Controlo de Equipamentos
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2019 - 2019 Segmentation of lungs on CT: tools to aid Radiotherapy planning
Co-supervisor
 Engenharia Biomédica (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019 - 2019 The role of 18F-FDG PET/CT in staging breast cancer: comparative analysis with breast MRI
Co-supervisor
 Engenharia Biomédica (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2019 - 2019 Automatic generation of lymphoma post-treatment PETs using Conditional-GANs
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2019 - 2019 Projeto de Desenvolvimento de Aplicação IoT para monitorização de presenças na Casa da Mata do Choupal em Coimbra
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2019 - 2019 KFileTrack - GPS indoor
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2019 - 2019 Gestão de Presenças
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2019 - 2019 Otimização dos modelos de dados de suporte aos Dashboards Operacionais da Infraestrutura Inovgrid
Supervisor
 Licenciatura em Engenharia Informática (Degree)
Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2018 - 2018 Deep Learning techniques for the evaluation of response to treatment in Hogdkin Lymphoma
Co-supervisor
 Engenharia Biomédica (Master)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
2016 - 2016 Concepção e Desenvolvimento de um Protótipo de uma Base de Carregamento Inteligente
Supervisor
 Engenharia Electrotécnica e de Computadores (Master)
Instituto Politécnico do Porto Instituto Superior de Engenharia do Porto, Portugal
2012 - 2013 Pre-CADs in Breast Cancer
Co-supervisor
Universidade do Porto Faculdade de Engenharia, Portugal

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2020 - Current IWBF - International Workshop on Biometrics and Forensics. Role: Sponsorship & Industry Liaison Chairs (2020/04/29 - 2020/04/30)
Conference (Co-organisor)
2018 - Current VISUM - VISion Understanding and Machine intelligence summer school. 2020 Role: Welcoming committee 2019 Role: Finance and registrations 2018 Role: Social networks and communications (2018)
Other (Co-organisor)
2013 - 2013 IbPRIA - Iberian Conference on Pattern Recognition and Image Analysis. Role: Local committee (2013/06/05 - 2013/06/07)
Conference (Co-organisor)
2011 - 2011 RecPad - Portuguese Conference on Pattern Recognition. Role: Local organising committee. (2011/10/28 - 2011/10/28)
Conference (Co-organisor)
2006 - 2006 SESAM - Annual Meeting of the Society in Europe for Simulation Applied to Medicine. Role: Industrial exhibitor contact (2006 - 2006)
Conference (Co-organisor)

Jury of academic degree

Topic
Role 		Candidate name (Type of degree)
Institution / Organization
2020 Carbohydrate estimation through image recognition
(Thesis) Main arguer
 Cristiana Maria Monteiro Ribeiro (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2020 Deep Learning models for segmentation of mobile-acquired dermatological images: A comparative study
(Thesis) Main arguer
 Catarina Rita Botelho Andrade (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2020 Close-range Localization Based on Natural Features for Autonomous Surface Vehicles in Offshore Wind Farms
(Thesis) Main arguer
 Rafael Marques Claro (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2020 Shape completion with a 3D Convolutional Neural Network for multi-domain O&M activities in offshore wind farms
(Thesis) Main arguer
 Ricardo Fernando de Freitas Dinis (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2020 Pre-training autoencoder for lung cancer characterisation
(Thesis) Main arguer
 Francisco Carvalho Moreira da Silva (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2020 Head Pose Estimation for Facial Biometric Recognition Systems
(Thesis) Main arguer
 João Manuel Guedes Ferreira (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2020 Assessing and predicting the need for Adaptive Radiotherapy in Head & Neck cancer patients
(Thesis) Main arguer
 Natália Bortolami Colaço Alves (Master)
Universidade de Coimbra, Portugal
2019 Cervical Cancer Screening: Deep Learning Tools For Automatic Diagnosis Support Francisca Marques de Almeida Morgado (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019 Anatomy Segmentation of Breast Ultrasound images António Mesquita dos Santos Marques Carreiro (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019 Automatic Detection of Structures in CT Images to Improve Radiotherapy Treatment Carlos Alberto Lopes Neto (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019 A comparative study of machine learning techniques for underwater visual object recognition António Pedro Oliva Afonso (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019 Breast Modeling Towards an Educational Tool for Breast Cancer Surgeons Daniela do Vale Afonso (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2019 Deep Learning for the Segmentation of Vessels in Retinal Fundus images and its Interpretation Pedro Filipe Cavaleiro Breda (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2018 Automated Detection of Bone structure keypoints on Magnetic Resonance imaging - Sternum and Clavicles Beatriz Gonçalves Rocha (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2018 Multimodal Breast Image Registration: Mapping MRI and Surface Data Pedro Henrique Moreira Queirós Carvalho (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
2017 Análise e Classificação de Imagem Hiper-espectral Borgine Vasques Gurué (Master)
Universidade do Porto Faculdade de Engenharia, Portugal

Association member

Society Organization name Role
2019 - Current Associação Portuguesa de Reconhecimento de Padrões
2019 - Current APRP (Associação Portuguesa de Reconhecimento de Padrões - The Portuguese Association of Pattern Recognition) Treasurer of the presidency
2019 - Current Australian Pattern Recognition Society (APRS)
2018 - Current IEEE Signal Processing Society

Committee member

Activity description
Role 		Institution / Organization
2022/01/01 - Current Comissão de caracterização do DEIS
Member
 Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal

Course / Discipline taught

Academic session Degree Subject (Type) Institution / Organization
2019 - Current Inteligência Computacional (neural networks and deep learning for both classification and regression and using both Matlab and Python, clustering, fuzzy control, text mining and evolutionary algorithms) Licenciatura em Engenharia Informática (Licenciatura) Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2018 - Current Conhecimento e Raciocínio (neural networks, expert systems, case-based reasoning, fuzzy logic) Licenciatura em engenharia Informática (Licenciatura) Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2018 - Current Programação Web (ASP.NET) Licenciatura em Engenharia Informática (Licenciatura) Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
2017 - Current Modelação e Design (UML - Unified Modeling Language) Licenciatura em Engenharia Informática (Licenciatura) Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal

Evaluation committee

Activity description
Role 		Institution / Organization Funding entity
2019 - Current Jury for accreditation of competences in the Informatics Engineering degrees (LEI, LEI-PL and LEI-CE) at ISEC

Other jury / evaluation

Activity description Institution / Organization
2020 - Current President of the Jury of the APRP award for best master's thesis
2019 - Current Jury for the Student Research Competition (SRC) of the ACM SIGAPP Symposium on Applied Computing (SAC)
2019 - Current Júri para acreditação de competências Instituto Politécnico de Coimbra Instituto Superior de Engenharia de Coimbra, Portugal
Distinctions

Award

2022 IEEE Access Outstanding Associate Editor Award
2020 Peer Review Award for placing in the top 1% of reviewers in Cross-Field on Publons' global reviewer database, determined by the number of peer review reports performed during 2018-2019 Award year
2020 IEEE Access Outstanding Associate Editor Award
2019 Peer Review Award for placing in the top 1% of reviewers in Computer Science on Publons' global reviewer database, determined by the number of peer review reports performed during 2017-2018 Award year.
2019 Peer Review Award for placing in the top 1% of reviewers in Multidisciplinary on Publons' global reviewer database, determined by the number of peer review reports performed during 2017-2018 Award year.
2018 Certificate of outstanding contribution in reviewing awarded on January 2018 by Elsevier in recognition of the contributions made to the quality of the journal Computerized Medical Imaging and Graphics
2018 Certificate of outstanding contribution in reviewing awarded on January 2018 by Elsevier in recognition of the contributions made to the quality of the journal International Journal of Medical Informatics
2018 Certificate of outstanding contribution in reviewing awarded on April 2018 by Elsevier in recognition of the contributions made to the quality of the journal Knowledge-Based Systems

Other distinction

2017 Cum Laude
Universidade do Porto Faculdade de Engenharia, Portugal