People
Inês Campos Monteiro Sabino Domingues
Home Page
https://scholar.google.com/citations?user=wsX09lEAAAAJ&hl=enCV Long
Member
Cognitive and Media SystemsResearch interests
Biomedical image processing and Machine LearningShort Bio
Inês Domingues graduated in Applied Mathematics in the School of Sciences at the University of Porto in 2004, completed the Master 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 a post doctoral researcher in the ESTIMA project (IPO Porto + Universidade de Coimbra) and an Invited Assistant Professor at DEIS-ISEC.National Projects
Early-stage cancer treatment, driven by context of molecular imaging (ESTIMA)
Early-stage cancer treatment, driven by context of molecular imaging (ESTIMA)
Journal Articles
2019
(2 publications)- Inês Domingues and Duarte, H. and Santos, J. and Pedro Henriques Abreu , "Computer vision in esophageal cancer: a literature review", IEEE Access, vol. 7, pp. 103080-103094, 2019
- Inês Domingues and Pereira, G. and Martins, P. and Duarte, H. and Santos, J. and Pedro Henriques Abreu , "Using deep learning techniques in medical imaging: a systematic review of applications on CT and PET", Artificial Intelligence Review, pp. 1-68, 2019
2018
(1 publication)- Inês Domingues , "A Personal Robot as an Improvement to the Customers' In- Store Experience", Service Robots, 2018 [ DOI ]
2014
(1 publication)- Inês Domingues , "Max-Ordinal Learning", IEEE Transactions on Neural Networks and Learning Systems, vol. 25, pp. 1384-1389, 2014 [ DOI ]
2013
(1 publication)- Inês Domingues , "Assessment of a novel mass detection algorithm in mammograms", Journal of Cancer Research and Therapeutics, vol. 9, pp. 592-592, 2013 [ DOI ]
2012
(1 publication)- Inês Domingues , "INbreast: Toward a Full-field Digital Mammographic Database.", Academic Radiology, vol. 19, pp. 236-248, 2012 [ DOI ]
2008
(2 publications)- Inês Domingues , "A Vocal Tract Segmentation and Analysis over a European Portuguese MRI Database", Revista do Departamento de Electrónica e Telecomunicações, Universidade de Aveiro, vol. 4, pp. 1050-1053, 2008
- Inês Domingues , "European Portuguese MRI based speech production studies", Speech Communication, vol. 50, pp. 925-952, 2008 [ DOI ]
2006
(1 publication)Conference Articles
2019
(1 publication)- Marques, F. and Inês Domingues and Amorim, J.P.P. and Duarte, H. and Santos, J. and Pedro Henriques Abreu , "Evaluation of Oversampling Data Balancing Techniques in the Context of Ordinal Classification", in 2018 International Joint Conference on Neural Networks (IJCNN), 2019 [ DOI ]
2018
(4 publications)- Inês Domingues and Martins, P. and Pedro Henriques Abreu , "Registration of CT with PET: a comparison of intensity-based approaches", in International Workshop on Combinatorial Image Analysis (IWCIA), 2018
- Inês Domingues and Pedro Henriques Abreu , "BI-RADS classification of breast cancer: a new pre-processing pipeline for deep models training", in IEEE International Conference on Image Processing (ICIP), 2018
- Inês Domingues and Amorim, J.P.P. and Pedro Henriques Abreu , "Evaluation of oversampling data balancing techniques in the context of ordinal classification", in International Joint Conference on Neural Networks (IJCNN), 2018
- Amorim, J.P.P. and Inês Domingues and Pedro Henriques Abreu , "Interpreting Deep Learning Models for Ordinal Problems", in European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, 2018
2017
(2 publications)- Inês Domingues , "Inbreast-Database Masses Characterization", in Congresso Brasileiro de Engenharia Biomédica (CBEB), 2017
- Inês Domingues , "Functionalities and Requirements of an Autonomous Shopping Vehicle for People with Reduced Mobility", in 3rd International Conference on Vehicle Technology and Intelligent Transport Systems, 2017 [ DOI ]
2015
(1 publication)- Inês Domingues , "Closed Shortest Path in the Original Coordinates with an Application to Breast Cancer", in International Journal of Pattern Recognition and Artificial Intelligence, 2015 [ DOI ]
2014
(2 publications)- Inês Domingues , "Using Bayesian surprise to detect calcifications in mammogram images", in 2014 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2014, 2014 [ DOI ]
- Inês Domingues , "Normal breast identification in screening mammography: a study on 18 000 images", in IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2014
2013
(2 publications)- Inês Domingues , "Breast Density Classification: a comparison of Different Classification Schemes", in StudECE, 2013
- Inês Domingues , "Mass detection on mammogram images: a first assessment of deep learning techniques", in 19th Portuguese Conference on Pattern Recognition, 2013
2012
(3 publications)- Inês Domingues , "Ordinal Data Classification Using Kernel Discriminant Analysis: A Comparison of Three Approaches", in 11th International Conference on Machine Learning and Applications, 2012 [ DOI ]
- Inês Domingues , "SVM classification of breast tumors on ultrasound images using morphological features", in Congresso Brasileiro de Engenharia Biomédica (CBEB), 2012
- Inês Domingues , "Max Ordinal Learning Applied to the BI-RADS Classification of Mammograms", in StudECE, 2012
2011
(3 publications)- Inês Domingues , "Mammograms image processing", in IJUP, 2011
- Inês Domingues , "Max-Coupled Learning: Application to Breast Cancer", in 10th International Conference on Machine Learning and Applications and Workshops, 2011 [ DOI ]
- Inês Domingues , "Max-Coupled Ordinal Classification", in 17th Portuguese Conference on Pattern Recognition (RECPAD), 2011
2010
(4 publications)- Inês Domingues , "Pectoral muscle detection in mammograms based on the shortest path with endpoints learnt by SVMs", in 32nd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2010 [ DOI ]
- Inês Domingues , "Pectoral muscle detection in mammograms based on polar coordinates and the shortest path", in Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2010 [ DOI ]
- Inês Domingues , "Microcalcification Detection in Full Field Digital Mammograms", in 16th Portuguese Conference on Pattern Recognition (RECPAD2010), 2010
- Inês Domingues , "A New Local Adaptive Mass Detection Algorithm in Mammograms", in International Conference on Bio-inspired Systems and Signal Processing (BIOSIGNALS), 2010 [ DOI ]