Personal identification

Full name

Fernando Jorge Coutinho Monteiro

Citation names

• Monteiro, Fernando
• Fernando C. Monteiro

Author identifiers

Ciência ID

2019-BDBF-10E2

ORCID iD

0000-0002-1421-8006

Email addresses

• monteiro@ipb.pt (Professional)

Telephones

Telephone

• 273303012 (Professional)

Addresses

• Instituto Politécnico de Bragança, 5300-253, Bragança, Bragança, Portugal (Professional)

Websites

• https://cedri.ipb.pt/ (Scholar)

Knowledge fields

• Engineering and Technology

Languages

Language	Speaking	Reading	Writing	Listening	Peer-review
Portuguese (Mother tongue)
English	Advanced (C1)	Advanced (C1)	Advanced (C1)	Advanced (C1)	Advanced (C1)

	Degree	Classification
2008 Concluded	Engenharia Electrotécnica e de Computadores (Doutoramento) Major in Sem especialidade Universidade do Porto Faculdade de Engenharia, Portugal "Region-based Spatial and Temporal Segmentation" (THESIS/DISSERTATION)
1999 Concluded	Produção Integrada por Computador (Mestrado) Universidade do Minho - Campus de Azurém, Portugal "Aplicação de Estereovisão ao Processo de Montagem Automática" (THESIS/DISSERTATION)
1988 - 1993 Concluded	Engenharia Electrotécnica (Licenciatura) Major in Electrónica, Instrumentação e Computação Universidade de Trás-os-Montes e Alto Douro, Portugal

Teaching in Higher Education

	Category Host institution	Employer
2000/05/04 - Current	Adjunct Teacher (Polytechnic Teacher)	Instituto Politécnico de Bragança Escola Superior de Tecnologia e Gestão, Portugal

Positions / Appointments

	Category Host institution	Employer
2013 - Current	Conselho científico/técnico-científico ou orgão correspondente	Instituto Politécnico de Bragança, Portugal
2014 - 2019	Conselho pedagógico	Instituto Politécnico de Bragança Escola Superior de Tecnologia e Gestão, Portugal

Contract

	Designation	Funders
2021/01/01 - 2025/12/31	Associate Laboratory for Sustainability and Tecnology in Mountain Regions LA/P/0007/2020 Instituto Politécnico de Bragança, Portugal Instituto Politécnico de Bragança Centro de Investigação de Montanha, Portugal	Fundação para a Ciência e a Tecnologia Ongoing
2020/10/01 - 2023/09/01	SmartHealth .: Inteligência Artificial para Cuidados de Saúde Personalizados ao Longo da Vida NORTE-01-0145-FEDER-000045 - CDP008 Researcher Instituto Politécnico de Bragança Centro de Investigação em Digitalização e Robótica Inteligente, Portugal	Associação para a Inovação e Desenvolvimento da FCT Ongoing
2019/01/01 - 2019/12/31	INESC TEC - INESC Technology and Science UID/EEA/50014/2019 Instituto de Engenharia de Sistemas e Computadores, Portugal Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal	Fundação para a Ciência e a Tecnologia Concluded
2012/03/05 - 2015/09/04	BIOMIMETIC - Um biochip biomimético para o diagnóstico de doenças relacionadas com a deformabilidade dos eritrócitos PTDC/SAU-ENB/116929/2010 Universidade do Porto Centro de Estudos de Fenómenos de Transporte, Portugal Instituto Politécnico de Bragança, Portugal Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal	Fundação para a Ciência e a Tecnologia Concluded

Publications

Book	Marta S. R. Monteiro; Dalila B. M. M. Fontes; Fernando A. C. C. Fontes. An ant colony optimization algorithm to solve the minimum cost network flow problem with concave cost functions. 2011. 10.1145/2001576.2001596 Monteiro, F.C.. Hybrid framework to image segmentation. 2009. 10.1007/978-3-642-10684-2_73 Monteiro, F.C.; Campilho, A.. Region and graph-based motion segmentation. 2008. 10.1007/978-3-540-69812-8_60 Monteiro, F.C.; Campilho, A.C.. Performance evaluation of image segmentation. 2006.
Book chapter	Arezki A. Chellal; José Lima; Florbela P. Fernandes; José Gonçalves; Maria F. Pacheco; Fernando C. Monteiro. "Overview of Robotic Based System for Rehabilitation and Healthcare". 2021. 10.1007/978-3-030-91885-9_38 Santo, Verónica; Monteiro, Fernando C.. "Ultrasound speckle noise reduction by radio-frequency data filtering". Springer Netherlands, 2019. 10.1007/978-3-030-32040-9-5 Santo, V.; Monteiro, F.C.. "Ultrasound Speckle Noise Reduction by Radio-Frequency Data Filtering". 41-48. 2019. 10.1007/978-3-030-32040-9_5 Monteiro, Fernando C.; Ribeiro, J.E.; Martins, Ramiro. "Interactive/automated method to count bacterial colonies". 2016. 10.4018/978-1-5225-0435-1.ch023 Taboada, Bruna Rafaela Pereira; Monteiro, Fernando C.; Lima, R.. "Tracking red blood cells flowing through a microchannel with a hyperbolic contraction: an automatic method". Springer Verlag, 2015. 10.1007/978-3-319-13407-9_7 Monteiro, Fernando C.. "Hybrid framework to image segmentation". Springer, 2009. Monteiro, Fernando C.; Campilho, Aurélio. "Region and graph-based motion segmentation". Springer, 2008. Monteiro, Fernando C.; Campilho, Aurélio. "Performance evaluation of image segmentation". Springer, 2006.
Conference paper	Silva, Giuliana M.; Lazzaretti, Andre E.; Fernando C. Monteiro. Corresponding author: Silva, Giuliana M.. "Deep learning techniques applied to skin lesion classification". Paper presented in The 2023 2nd International Conference on Machine Learning, Control, and Robotics, Nanjing, 2023. In press Klein, Luan; Chellal, Arezki Abderrahim; Grilo, Vinicius; Gonçalves, José; Pacheco, Maria; Fernandes, Florbela; Monteiro, Fernando; Lima, José. "Assessing the Reliability of Angle Detection in Rehabilitation by Applying AI-based Approach for Shoulder and Elbow Movements". Paper presented in 3rd International Conference on Optimization, Learning Algorithms and Applications (OL2A 2023), Ponta Delgada, 2023. Published Silva, Giuliana M.; Lazzaretti, Andre E.; Fernando C. Monteiro. Corresponding author: Silva, Giuliana M.. "An Evaluation of Image Preprocessing in Skin Lesions Detection". Paper presented in III International Conference on Optimization, Learning Algorithms and Applications, Ponta Delgada, 2023. In press Monteiro, F.C.. "Diabetic Retinopathy Grading using Blended Deep Learning". 2023. 10.1016/j.procs.2023.01.389 Silva, Giuliana M.; Lazzaretti, Andre E.; Monteiro, Fernando C.. "Deep learning techniques applied to skin lesion classification: a review". 2022. 10.1109/MLCR57210.2022.00028 Chellal, Arezki Abderrahim; Lima, José; Gonçalves, José; Fernandes, Florbela P.; Pacheco, Maria F.; Monteiro, Fernando C.; Valente, António. "SmartHealth: a robotic control software for upper limb rehabilitation". 2022. 10.1007/978-3-031-10047-5_59 Monteiro, Fernando C.; Rufino, José. "Is diabetic retinopathy grading biased by imbalanced datasets?". 2022. Monteiro, Fernando C.. "Pollen grain recognition through deep learning convolutional neural networks". 2022. 10.1063/5.0081614 Monteiro, Fernando C.; Pinto, Cristina M.; Rufino, José. "Deep learning recognition of a large number of pollen grain types". 2021. 10.1007/978-3-030-91885-9_28 Monteiro, Fernando C.; Pinto, Cristina M.; Rufino, José. "The role of background colour in pollen recognition task using CNN". 2021. Chellal, Arezki Abderrahim; Lima, José; Fernandes, Florbela P.; Gonçalves, José; Pacheco, Maria F.; Monteiro, Fernando C.. "Overview of robotic based system for rehabilitation and healthcare". 2021. Monteiro, Fernando C.; Pinto, Cristina M.; Rufino, José. "Towards precise recognition of pollen bearing bees by convolutional neural networks". 2021. 10.1007/978-3-030-93420-0_21 Encina-Zelada, Christian; Cadavez, Vasco; Monteiro, Fernando C.; Teixeira, José; Gonzales-Barron, Ursula. "Textural quality attributes of gluten-free batter and bread as affected by hydrocolloids". 2018. Santo, Verónica; Monteiro, Fernando C.. "Speckle noise reduction in medical ultrasound RF raw images". 2018. Encina-Zelada, Christian; Teixeira, José; Monteiro, Fernando C.; Gonzales-Barron, Ursula; Cadavez, Vasco. "Effect of xanthan gum on physicochemical and textural properties of gluten-free batter and bread". 2018. Encina-Zelada, Christian; Cadavez, Vasco; Monteiro, Fernando C.; Teixeira, José; Gonzales-Barron, Ursula. "Textural quality attributes of gluten-free batter and bread as affected by hydrocolloids". 2018. Encina-Zelada, C.R.; Teixeira, J.A.; Monteiro, F.; Gonzales-Barron, U.; Cadavez, V.. "Effect of xanthan gum on physicochemical and textural properties of gluten-free batter and bread". 2018. Monteiro, Fernando C.. "Automatic cattle identification using graph matching based on local invariant features". 2016. 10.1007/978-3-319-41501-7_88 Monteiro, Fernando C.. "Automatic cattle identification using graph matching based on local invariant features". 2016. Ribeiro, J.E.; Martins, Ramiro; Monteiro, Fernando C.. "Interactive/automated method to count bacterial colonies". 2015. Ribeiro, J.E.; Martins, Ramiro; Monteiro, Fernando C.. "Interactive/automated method to count bacterial colonies". 2015. Ribeiro, João António Ferreira; Martins, Ramiro; Monteiro, Fernando C.. "Interactive/automated method to count bacterial colonies". 2015. Ribeiro, J.E.; Martins, Ramiro; Monteiro, Fernando C.. "Interactive/automated method to count bacterial colonies". 2015. Teixeira, Cátia; Cadavez, Vasco; Monteiro, Fernando C.. "Beef quality evaluation system". 2015. Monteiro, Marta; Cadavez, Vasco; Monteiro, Fernando C.. "Cattle identification based in biometric features of the muzzle". 2015. Teixeira, Cátia; Cadavez, Vasco; Monteiro, Fernando C.. "Beef quality evaluation system". 2015. Teixeira, Cátia; Cadavez, Vasco; Monteiro, Fernando C.. "Beef quality evaluation system". 2015. Monteiro, Marta; Cadavez, Vasco; Monteiro, Fernando C.. "Identificação de gado bovino através de imagens biométricas do focinho". 2015. Monteiro, Marta; Cadavez, Vasco; Monteiro, Fernando C.. "Cattle identification based in biometric features of the muzzle". 2015. Teixeira, Cátia; Cadavez, Vasco; Monteiro, Fernando C.. "Beef quality evaluation system". 2015. Monteiro, Marta; Cadavez, Vasco; Monteiro, Fernando C.. "Identificação de gado bovino através de imagens biométricas do focinho". 2015. Monteiro, Fernando C.; Taboada, Bruna Rafaela Pereira; Lima, R.. "Visualization of red blood cells flowing through a PDMS microchannel with a microstenosis: an image analysis assessment". 2014. Rosa, Rui Gonçalo Silva; Monteiro, Fernando C.. "Speckle ultrasound image filtering: Performance analysis and comparison". 2014. Monteiro, Fernando C.; Rufino, José; Cadavez, Vasco. "Towards a comprehensive evaluation of ultrasound speckle reduction". 2014. Monteiro, Fernando C.; Rufino, José; Cadavez, Vasco. "Towards a comprehensive evaluation of ultrasound speckle reduction". 2014. 10.1007/978-3-319-11758-4_16 Monteiro, F.C.; Taboada, B.; Lima, R.. "Visualization of red blood cells flowing through a PDMS microchannel with a microstenosis: An image analysis assessment". 2014. Rosa, R.; Monteiro, F.C.. "Speckle ultrasound image filtering: Performance analysis and comparison". 2014. Amaral, Elizabete Marques; Monteiro, Fernando C.. "Diagnostic performance of thermograms and mammograms for breast cancer detection". 2013. Dias, Marcy Carolina de Abreu; Monteiro, Fernando C.. "Optic disc detection in retinal images by pattern distance minimization". 2012. 10.5220/0003766103560359 Dias, Marcy Carolina de Abreu; Monteiro, Fernando C.. "Optic disc detection using ant colony optimization". 2012. 10.1063/1.4756258 Monteiro, Fernando C.; Campilho, Aurélio. "Distance measures for image segmentation evaluation". 2012. 10.1063/1.4756257 Torres, Ana Sofia; Monteiro, Fernando C.. "Image segmentation by graph partitioning". 2012. 10.1063/1.4756259 Torres, A.S.; Monteiro, F.C.. "Brain segmentation in head CT images". 2012. Bento, D.; Monteiro, F.C.; Pereira, A.I.. "Monitoring feet temperature using thermography". 2012. Dias, M.A.; Monteiro, F.C.. "Optic disc detection in retinal images by pattern distance minimization". 2012. Bento, David; Pereira, Ana I.; Monteiro, Fernando C.. "Mathematical model of feet temperature". 2011. 10.1063/1.3636850 Bento, David; Monteiro, Fernando C.; Pereira, Ana I.. "Monitoring feet temperature using thermography". 2011. Monteiro, Fernando C.. "Region-based clustering for lung segmentation in low-dose CT images". 2010. 10.1063/1.3498413 Cerdeira, Tânia Filipa Alves; Lima, R.; Oliveira, Mónica; Monteiro, Fernando C.; Ishikawa, Takuji; Imai, Yohsuke; Yamaguchi, Takami. "Determination of the cell-free layer in circular PDMS microchannels". 2010. Monteiro, F.C.. "Region-based clustering for lung segmentation in low-dose CT images". 2010. 10.1063/1.3498354 Monteiro, Fernando C.. "Watershed framework to region-based image segmentation". 2008. Monteiro, F.C.; Campilho, A.. "Watershed framework to region-based image segmentation". 2008. Monteiro, Fernando C.; Campilho, Aurélio. "Image segmentation using region merging combined with a multi-class spectral method". 2007. Monteiro, F.C.; Campilho, A.. "Image segmentation using region merging combined with a multi-class spectral method". 2007. Monteiro, Fernando C.; Campilho, Aurélio. "Spectral methods in image segmentation: a combined approach". 2005. Monteiro, F.C.; Campilho, A.C.. "Spectral methods in image segmentation: A combined approach". 2005.
Journal article	Chellal, Arezki Abderrahim; Lima, José; Gonçalves, José; Fernandes, Florbela P.; Pacheco, Maria F.; Monteiro, Fernando C.; Brito, Thadeu; Soares, Salviano. "Robot-assisted rehabilitation architecture supported by a distributed data acquisition system". (2022): http://hdl.handle.net/10198/26801. 10.3390/s22239532 Encina-Zelada, Christian; Cadavez, Vasco; Monteiro, Fernando C.; Teixeira, José; Gonzales-Barron, Ursula. "Physicochemical and textural quality attributes of gluten-free bread formulated with guar gum". (2019): http://hdl.handle.net/10198/13369. 10.1007/s00217-018-3176-3 Encina-Zelada, Christian; Cadavez, Vasco; Monteiro, Fernando C.; Teixeira, José; Gonzales-Barron, Ursula. "Combined effect of xanthan gum and water content on physicochemical and textural properties of gluten-free batter and bread". (2018): http://hdl.handle.net/10198/11397. 10.1016/j.foodres.2018.05.070 Taboada, Bruna Rafaela Pereira; Monteiro, Fernando C.; Lima, R.. "Automatic tracking and deformation measurements of red blood cells flowing through a microchannel with a microstenosis: the keyhole model". (2016): http://hdl.handle.net/10198/16722. 10.1080/21681163.2014.957868 Rosa, Ricardo; Monteiro, Fernando C.. "Performance analysis of speckle ultrasound image filtering". (2016): http://hdl.handle.net/10198/15394. 10.1080/21681163.2014.935803 Cadavez, Vasco; Monteiro, Fernando C.. "Comparison of alternative models to predict lean meat percentage of lamb carcasses". (2011): http://hdl.handle.net/10198/11272. Monteiro, Fernando C.; Cadavez, Vasco. "Optic disc detection by earth mover's distance template matching". (2011): http://hdl.handle.net/10198/7113.
Thesis / Dissertation	Lourenço, Matheus Filipe. "Interface humano-computador com identificação de gestos da mão". Master, 2021. http://hdl.handle.net/10198/23685. Santos, Diana Isabel Campos. "Segmentação, crescimento e seguimento de células Escherichia coli em imagens microscópicas". Master, 2017. http://hdl.handle.net/10198/14656. Carvalho, Tiago Miguel Wahnon de. "Estágio no Hospital Garcia de Orta". Master, 2017. http://hdl.handle.net/10198/14928. Monteiro, Marta. "Identificação biométrica de gado bovino a partir de imagens do focinho". Master, 2015. http://hdl.handle.net/10198/12669. Mendes, Lúcia Sofia Ribeiro. "Identificação de estruturas retinianas para a deteção de retinopatia diabética". Master, 2015. http://hdl.handle.net/10198/12668. Ribeiro, João António Ferreira. "Interactive/automated method to count bacterial colonies". Master, 2015. http://hdl.handle.net/10198/12666. Amaral, Elizabete Marques. "Termografia como meio de diagnóstico complementar da mamografia". Master, 2013. http://hdl.handle.net/10198/9784. Taboada, Bruna Rafaela Pereira. "Seguimento de células e cálculo da sua deformação em microcanais: um método automático". Master, 2013. http://hdl.handle.net/10198/9781. Rosa, Rui Gonçalo Silva. "Filtragem de ruído speckle em imagens clínicas de ecografia". Master, 2012. http://hdl.handle.net/10198/8012. Dias, Marcy Carolina de Abreu. "Deteção de estruturas retinianas no diagnóstico da retinopatia diabética". Master, 2012. http://hdl.handle.net/10198/8212. Torres, Ana Sofia. "Segmentação de imagens médicas visando a construção de modelos médicos". Master, 2012. http://hdl.handle.net/10198/8010. Bento, David. "Modelação matemática da variação da temperatura no pé". Master, 2011. http://hdl.handle.net/10198/1608. Monteiro, Fernando C.. "Region-based spatial and temporal image segmentation". PhD, 2008. http://hdl.handle.net/10198/1835.

Other

Other output

Ant Colony Optimization: a literature survey. 2012. Marta Monteiro; Dalila B.M.M. Fontes; Fernando A.C.C. Fontes. https://repositorio-aberto.up.pt/handle/10216/70687. Solving Concave Network Flow Problems. 2012. Marta Monteiro; Dalila B.M.M. Fontes; Fernando A.C.C. Fontes. https://hdl.handle.net/10216/70667.