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Jacinto C Nascimento. Completed a PhD in Engineering Sciences - Electrical and Computer Engineering in 2003/04 from the University of Lisbon Instituto Superior Técnico. He has published more than 200 papers, more than 60 articles in international journals, more than 100 international conference papers, 5 Edit Research books, 7 book chapters, and 17 in national conferences. He co-organized 6 international event(s). Supervised 7 doctoral thesis and more than 30 master's thesis. He participated in the coordination and execution 18 projects, as follows: PI of 2 FCT projects, Co-PI in 2 international projects, team member of 2 CMU—Portugal projects, 4 European Commission projects, and 8 FCT projects. He served as a reviewer several top international journals (Q1) including IEEE TPAMI, IEEE TIP, and several core A* conferences such as NeurIPS, ICLR, ICCV, ECCV, CVPR, and BMVC. Presently he is a Associate Editor of the international journal of IEEE Transactions on Image Processing.
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Identification

Personal identification

Full name
Jacinto Nascimento

Citation names

  • Jacinto C Nascimemto

Author identifiers

Ciência ID
1014-4655-65B3
ORCID iD
0000-0001-7468-5127
Google Scholar ID
9bMPdwoAAAAJ&hl
Researcher Id
B-6128-2009
Scopus Author Id
7006833402

Email addresses

  • jacinto.nascimento@tecnico.ulisboa.pt (Professional)

Languages

Language Speaking Reading Writing Listening Peer-review
Portuguese Intermediate (B1) Intermediate (B1) Intermediate (B1) Intermediate (B1)
Education
Degree Classification
1998/09 - 2003/04
Concluded
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Doutoramento)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Robust Shape Estimation and Tracking in the Presence of Clutter" (THESIS/DISSERTATION)
 Aprovado
1995/10 - 1998/06
Concluded
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Mestrado)
Major in Sistemas de Controlo e Robótica
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Modelos Deformáveis em Estimação e Seguimento de Objectos Bidimensionais" (THESIS/DISSERTATION)
 Aprovado
1993/09 - 1995/09
Concluded
 Engenharia Electrotécnica - Sistemas e Comunicações (Licenciatura)
Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa, Portugal
 18 valores
1988/12 - 1993/09
Concluded
 Engenharia Electrónica e de Telecomunicações (Bacharelato)
Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa, Portugal
 18 valores
Affiliation

Science

Category
Host institution 		Employer
1998/11/01 - Current Researcher (Research) Universidade de Lisboa Instituto de Sistemas e Robótica, Portugal
Universidade de Lisboa Instituto de Sistemas e Robótica, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2022/09/01 - Current Associate Professor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto de Sistemas e Robótica, Portugal, Portugal
Projects

Grant

Designation Funders
2018/01/01 - 2020/12/31 Deep Reinforcement Learning for Discovering and Visualising Biomarkers
DP180103232
Principal investigator
Universidade de Lisboa Instituto Superior Técnico, Portugal

The University of Adelaide School of Computer Science, Australia
Ongoing
2014/01/01 - 2016/12/31 Automated analysis of multi-modal medical data using deep belief networks
DP140102794
Principal investigator
Universidade de Lisboa Instituto Superior Técnico, Portugal

The University of Adelaide School of Computer Science, Australia
Concluded
2001/01/01 - 2003/12/31 TMO - Tracking of Moving Objects with Trained Multi-models
info:eu-repo/grantAgreement/FCT/Orçamento de Funcionamento/POSC/1186/PT
Universidade de Lisboa Instituto Superior Técnico, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded

Contract

Designation Funders
2023/09 - Current Multiple Instance Attention Learning for Multimodal Breast Cancer Diagnosis (MIA-BREAST)
1801P.01295.1.01
2022.04485.PTDC
Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal
 Fundação para a Ciência e a Tecnologia
Ongoing
2021/01/01 - 2025/12/31 LARSyS - Laboratório de Robótica e Sistemas de Engenharia
LA/P/0083/2020
10.54499/LA/P/0083/2020
Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal

Laboratório de Robótica e Sistemas de Engenharia, Portugal
Fundação para a Ciência e a Tecnologia
Ongoing
2020/01/01 - 2023/12/31 Laboratory of Robotics and Engineering Systems
UIDP/50009/2020
10.54499/UIDP/50009/2020
Laboratório de Robótica e Sistemas de Engenharia, Portugal

Universidade de Lisboa Instituto Superior Técnico, Portugal

Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal

Agência Regional para o Desenvolvimento da Investigação Tecnologia e Inovação, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2018/06/01 - 2022/05/31 Quantificação de T1 do Miocárdio em Doentes com Fibrilhação Auricular Através de Aquisições Altamente Aceleradas e Correção Robusta de Movimento
PTDC/EMD-EMD/29686/2017
Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2019/01/01 - 2019/12/31 Laboratório de Robótica e Sistemas de Engenharia
UID/EEA/50009/2019
Agência Regional para o Desenvolvimento da Investigação Tecnologia e Inovação, Portugal

Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal

Universidade de Lisboa Centro de Ciência e Tecnologia do Ambiente e do Mar, Portugal
Fundação para a Ciência e a Tecnologia
Concluded
2010/01/01 - 2013/03/31 VISTA - Interacção por Toque baseada em Visão
PTDC/EIA-EIA/105062/2008
Fundação da Faculdade de Ciências da Universidade de Lisboa, Portugal

Universidade de Lisboa Instituto Superior Técnico, Portugal

Universidade de Lisboa Faculdade de Ciências, Portugal

Universidade de Lisboa Instituto de Sistemas e Robótica, Portugal

LASIGE Laboratório de Sistemas Informáticos de Grande Escala, Portugal
Fundação para a Ciência e a Tecnologia
Concluded

Other

Designation Funders
2020/01/01 - Current iFetch - Multimodal conversational agents for the online fashion marketplace
iFetch
Supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal
Ongoing
2011 - Current HD-Analytics - New Video Analytics Tools That Will Take Full Advantage of HD
13750
Supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal
Ongoing
2018/06/01 - 2021/05/31 Myocardium T1 Quantification in Atrial Fibrillation Patients Enabled by Highly- Accelerated Acquisitions and Robust Motion Correction
T1-qAFHA
Supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal
Ongoing
2016/01/01 - 2018/12/31 SPARSIS - Sparse Modeling and Estimation of Motion Fields
PTDC/EEIPRO/0426/2014
Supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal
Concluded
2014/01/01 - 2016/12/31 AHA - Augmented Human Assistance
CMUP-ERI/HCI/0046/2013
Supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal

Carnegie Mellon University School of Computer Science, United States
Concluded
2012/01/01 - 2015/12/31 Robots Need Language: A Computational Mechanism for Generalisation and Generation of New Behaviours in Robots,
FP7-ICT-288382 POETICON++
Supervisor
Universidade de Lisboa Instituto Superior Técnico, Portugal
2010/01/01 - 2012/12/31 HEARTRACK - Segmentation and tracking of the human heart in 2D and 3D ultrasound data based on a principled combination of the top-down and bottom-up paradigms
PTDC/EEA-CRO/103462/2008
Principal investigator
Universidade de Lisboa Instituto Superior Técnico, Portugal
Concluded
2010/01/01 - 2012/12/31 ARGUS - Activity Recognition and Object Tracking Based on Multiple Models
info:eu-repo/grantAgreement/FCT/3599-PPCDT/98550/PT
Universidade de Lisboa Instituto Superior Técnico, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2010/01/01 - 2012/12/31 VISTA - Vision based Touch interaction Anywhere
info:eu-repo/grantAgreement/FCT/3599-PPCDT/105062/PT
Universidade de Lisboa Instituto Superior Técnico, Portugal

Fundação da Faculdade de Ciências da Universidade de Lisboa, Portugal
Fundação para a Ciência e a Tecnologia
2006/12/01 - 2009/11/30 URUS - Ubiquitous Networking Robotics in Urban Settings
FP6-EU-IST-045062
Researcher
Universidade de Lisboa Instituto Superior Técnico, Portugal
Concluded
2002/01/01 - 2005/12/31 LTT - Long Term Tracking of Multiple Objects for Surveillance
POSI/CPS/37844/2001
Researcher
Universidade de Lisboa Instituto Superior Técnico, Portugal
Concluded
2002/10/01 - 2005/09/30 CAVIAR - Context Aware Vision using Image-based Active Recognition
EU-FP6-IST-2001-37540
Researcher
Universidade de Lisboa Instituto Superior Técnico, Portugal
Concluded
2001/01/01 - 2003/12/31 Simulation et optimisation de systemes complexes, in cooperation with INRIA, (FCT,GRICES),
Is2
Researcher
Inria Centre de Recherche Grenoble Rhone-Alpes, France

Universidade de Lisboa Instituto Superior Técnico, Portugal
Concluded
2000/01/01 - 2003/12/31 Heart3D - Measurement of the Heart Geometry from Ultrasound Images
POSI/CPS/33726/99
Researcher
Universidade de Lisboa Instituto Superior Técnico, Portugal
Concluded
Outputs

Publications

Book
  1. Maicas, G.; Carneiro, G.; Bradley, A.P.; Nascimento, J.C.; Reid, I.. Deep reinforcement learning for active breast lesion detection from DCE-MRI. 2017.
    10.1007/978-3-319-66179-7_76
  2. Carneiro, G.; Nascimento, J.; Bradley, A.P.. Deep Learning Models for Classifying Mammogram Exams Containing Unregistered Multi-View Images and Segmentation Maps of Lesions. 2017.
    10.1016/B978-0-12-810408-8.00019-5
  3. Ribeiro, D.; Carneiro, G.; Nascimento, J.C.; Bernardino, A.. Multi-channel convolutional neural network ensemble for pedestrian detection. 2017.
    10.1007/978-3-319-58838-4_14
  4. Carneiro, G.; Tavares, J.M.R.S.; Bradley, A.; Papa, J.P.; Nascimento, J.C.; Cardoso, J.S.; Belagiannis, V.; Lu, Z.. Preface DLMIA 2017. 2017.
  5. Nambiar, A.; Nascimento, J.C.; Bernardino, A.; Santos-Victor, J.. Person re-identification in frontal gait sequences via histogram of optic flow energy image. 2016.
    10.1007/978-3-319-48680-2_23
  6. Carneiro, G.; Tavares, J.M.R.S.; Bradley, A.; Papa, J.P.; Nascimento, J.C.; Cardoso, J.S.; Belagiannis, V.; Lu, Z.. Preface: DLMIA 2016. 2016.
  7. Figueira, D.; Taiana, M.; Nambiar, A.; Nascimento, J.; Bernardino, A.. The HDA+ data set for research on fully automated re-identification systems. 2015.
    10.1007/978-3-319-16199-0_17
  8. Carneiro, G.; Nascimento, J.; Bradley, A.P.. Unregistered multiview mammogram analysis with pre-trained deep learning models. 2015.
    10.1007/978-3-319-24574-4_78
  9. Santiago, C.; Nascimento, J.C.; Marques, J.S.. Robust 3D active shape model for the segmentation of the left ventricle in MRI. 2015.
    10.1007/978-3-319-19390-8_32
  10. Periquito, D.; Nascimento, J.C.; Bernardino, A.; Sequeira, J.. Single camera hand pose estimation from bottom-up and top-down processes. 2014.
    10.1007/978-3-662-44911-0_14
  11. Santiago, C.; Nascimento, J.C.; Marques, J.S.. Non-rigid object segmentation using robust active shape models. 2014.
    10.1007/978-3-319-08849-5_16
  12. Nascimento, J.C.; Barão, M.; Marques, J.S.; Lemos, J.M.. Efficient optimization algorithm for space-variant mixture of vector fields. 2013.
    10.1007/978-3-642-38628-2_9
  13. Taiana, M.; Nascimento, J.C.; Bernardino, A.. An improved labelling for the INRIA person data set for pedestrian detection. 2013.
    10.1007/978-3-642-38628-2_34
  14. Marques, J.S.; Lemos, J.M.; Figueiredo, M.A.T.; Nascimento, J.C.; Barão, M.. Trajectory analysis using switched motion fields: A parametric approach. 2011.
    10.1007/978-3-642-21257-4_52
  15. Nascimento, J.C.; Silva, J.G.. Manifold learning for object tracking with multiple motion dynamics. 2010.
    10.1007/978-3-642-15558-1_13
  16. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. Trajectory modeling using mixtures of vector fields. 2009.
    10.1007/978-3-642-02172-5_7
  17. Marques, J.S.; Nascimento, J.C.; Abrantes, A.J.; Silveira, M.. Robust shape estimation with deformable models. 2009.
  18. Taiana, M.; Gaspar, J.; Nascimento, J.; Bernardino, A.; Lima, P.. 3D tracking by catadioptric vision based on particle filters. 2008.
    10.1007/978-3-540-68847-1_7
  19. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. On-line classification of human activities. 2007.
  20. Nascimento, J.C.; Sanches, J.M.; Marques, J.S.. Tracking the left ventricle in ultrasound images based on total variation denoising. 2007.
Conference paper
  1. Celestino, José; Marques, Manuel; Jacinto C Nascimemto. Corresponding author: Celestino, José. "Latent Embedding Clustering for Occlusion Robust Head Pose Estimation". Paper presented in The 18th IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2024.
  2. Francisco Maria Galamba Ferrari Calisto; João Gabriel de Matos Fernandes; Margarida Morais; Carlos Santiago; João Maria Veigas Abrantes; Nuno Jardim Nunes; Jacinto Nascimento. "Assertiveness-based Agent Communication for a Personalized Medicine on Medical Imaging Diagnosis". 2023.
    10.1145/3544548.3580682
  3. Jacinto C Nascimemto. "3DRegNet: A Deep Neural Network for 3D Point Registration". Paper presented in Computer Vision Pattern Recognition, 2020.
    Published
  4. Jacinto C Nascimemto. "Unsupervised Task Design to Meta-Train Medical Image Classifier". Paper presented in IEEE International Symposium on Biomedical Imaging, 2020.
    Published
  5. Nambiar, A.; Bernardino, A.; Nascimento, J.C.; Fred, A.. "Context-Aware Person Re-Identification in the Wild Via Fusion of Gait and Anthropometric Features". 2017.
    10.1109/FG.2017.121
  6. Carneiro, G.; Oakden-Rayner, L.; Bradley, A.P.; Nascimento, J.; Palmer, L.. "Automated 5-year mortality prediction using deep learning and radiomics features from chest computed tomography". 2017.
    10.1109/ISBI.2017.7950485
  7. Ribeiro, D.; Mateus, A.; Miraldo, P.; Nascimento, J.C.. "A real-time Deep Learning pedestrian detector for robot navigation". 2017.
    10.1109/ICARSC.2017.7964070
  8. Nascimento, J.C.; Carneiro, G.. "Multi-atlas segmentation using manifold learning with deep belief networks". 2016.
    10.1109/ISBI.2016.7493403
  9. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "A new robust active shape model formulation for cardiac MRI segmentation". 2016.
    10.1109/ICIP.2016.7533133
  10. Afonso, M.; Nascimento, J.. "Predictive multiple motion fields for trajectory completion: Application to surveillance systems". 2015.
    10.1109/ICIP.2015.7351262
  11. Nascimento, J.C.; Carneiro, G.. "Towards reduction of the training and search running time complexities for non-rigid object segmentation". 2015.
    10.1109/ICIP.2015.7351701
  12. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Segmentation of the left ventricle in cardiac MRI using a probabilistic data association active shape model". 2015.
    10.1109/EMBC.2015.7320078
  13. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "A robust active shape model using an expectation-maximization framework". 2014.
    10.1109/ICIP.2014.7026226
  14. Taiana, M.; Figueira, D.; Nambiar, A.; Nascimento, J.; Bernardino, A.. "Towards fully automated person re-identification". 2014.
  15. Nascimento, J.C.; Carneiro, G.. "Non-rigid segmentation using sparse low dimensional manifolds and deep belief networks". 2014.
    10.1109/CVPR.2014.44
  16. Santiago, C.; Marques, J.S.; Nascimento, J.C.. "A Robust Deformable Model for 3D Segmentation of the Left Ventricle from Ultrasound Data". 2013.
    10.1007/978-1-4614-5076-4_11
  17. Nascimento, J.C.; Carneiro, G.. "Combining a bottom up and top down classifiers for the segmentation of the left ventricle from cardiac imagery". 2013.
    10.1109/ICIP.2013.6738153
  18. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "3D left ventricular segmentation in echocardiography using a probabilistic data association deformable model". 2013.
    10.1109/ICIP.2013.6738125
  19. Nascimento, J.C.; Carneiro, G.. "Top-down segmentation of non-rigid visual objects using derivative-based search on sparse manifolds". 2013.
    10.1109/CVPR.2013.256
  20. Periquito, D.; Nascimento, J.C.; Bernardino, A.; Sequeira, J.. "Vision-based hand pose estimation: A mixed bottom-up and top-down approach". 2013.
  21. Nascimento, J.C.; Carneiro, G.. "On-line re-training and segmentation with reduction of the training set: Application to the left ventricle detection in ultrasound imaging". 2012.
    10.1109/ICIP.2012.6467281
  22. Carneiro, G.; Nascimento, J.C.. "The use of on-line co-training to reduce the training set size in pattern recognition methods: Application to left ventricle segmentation in ultrasound". 2012.
    10.1109/CVPR.2012.6247770
  23. Nascimento, J.C.; Marques, J.S.; Lemos, J.M.. "A class of space-varying parametric motion fields for human activity recognition". 2012.
    10.1109/ICIP.2012.6466971
  24. Afonso, M.V.; Marques, J.S.; Nascimento, J.C.. "Automatic estimation of multiple motion fields using object trajectories and optical flow". 2012.
  25. Santiago, C.; Marques, J.S.; Nascimento, J.. "Robust deformable model for segmenting the left ventriclein 3D volumes of ultrasound data". 2012.
  26. Carneiro, G.; Nascimento, J.C.. "Incremental on-line semi-supervised learning for segmenting the left ventricle of the heart from ultrasound data". 2011.
    10.1109/ICCV.2011.6126433
  27. Nascimento, J.C.; Marques, J.S.; Lemos, J.M.. "Flexible trajectory modeling using a mixture of parametric motion fields for video surveillance". 2011.
    10.1109/ICIP.2011.6115705
  28. Nascimento, J.C.; Carneiro, G.. "Reducing the training set using semi-supervised self-training algorithm for segmenting the left ventricle in ultrasound images". 2011.
    10.1109/ICIP.2011.6115875
  29. Nascimento, J.C.; Marques, J.S.; Figueiredo, M.A.T.. "Discriminative model selection using a modified Bayesian criterion: Application to trajectory modeling". 2011.
    10.1109/ICIP.2011.6115710
  30. Carneiro, G.; Nascimento, J.; Freitas, A.. "Semi-supervised self-trainingmodel for the segmentationof the left ventricle of the heart from ultrasound data". 2011.
    10.1109/ISBI.2011.5872638
  31. Nascimento, J.C.; Silva, J.S.. "Lip contour tracking using multiple dynamic models on a manifold". 2011.
    10.1109/ICIP.2011.6116104
  32. Nascimento, J.C.; Carneiro, G.. "Efficient search methods and deep belief networks with particle filtering for non-rigid tracking: Application to lip tracking". 2010.
    10.1109/ICIP.2010.5654045
  33. Carneiro, G.; Nascimento, J.; Freitas, A.. "Robust left ventricle segmentation from ultrasound data using deep neural networks and efficient search methods". 2010.
    10.1109/ISBI.2010.5490181
  34. Nascimento, J.C.; Marques, J.S.. "Improving the robustness of gradient vector flowin cluttered images". 2010.
    10.1109/ICIP.2010.5654335
  35. Nascimento, J.C.; Marques, J.S.; Figueiredo, M.A.T.. "Classification of complex pedestrian activities from trajectories". 2010.
    10.1109/ICIP.2010.5650138
  36. Nascimento, J.C.; Marques, J.S.. "Improved Gradient Vector Flow for robust shape estimation in medical imaging". 2010.
    10.1109/IEMBS.2010.5628031
  37. Nascimento, J.C.; Marques, J.S.; Figueiredo, M.A.T.. "Discriminative model selection for object motion recognition". 2010.
    10.1109/ICIP.2010.5649441
  38. Carneiro, G.; Nascimento, J.C.. "The fusion of deep learning architectures and particle filtering applied to lip tracking". 2010.
    10.1109/ICPR.2010.508
  39. Carneiro, G.; Nascimento, J.C.. "Multiple dynamic models for tracking the left ventricle of the heart from ultrasound data using particle filters and deep learning architectures". 2010.
    10.1109/CVPR.2010.5540013
  40. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Trajectory analysis in natural images using mixtures of vector fields". 2009.
    10.1109/ICIP.2009.5413541
  41. Nascimento, J.; Sanches, J.. "Ultrasound imaging LV tracking with adaptive window size and automatic hyper-parameter estimation". 2008.
    10.1109/ICIP.2008.4711814
  42. Nascimento, J.; Sanches, J.. "Total variation with automatic hyper-parameter estimation". 2008.
  43. Taiana, M.; Nascimento, J.; Gaspar, J.; Bernardino, A.. "Sample-based 3D tracking of colored objects: A flexible architecture". 2008.
    10.5244/C.22.82
  44. Silveira, M.; Nascimento, J.C.; Marques, J.S.. "Level set segmentation with outlier rejection". 2008.
    10.1109/ICIP.2008.4711947
  45. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Unsupervised learning of motion patterns using generative models". 2008.
    10.1109/ICIP.2008.4711866
  46. Tajana, M.; Gaspar, J.; Nascimento, J.; Bernardino, A.; Lima, P.. "On the use of perspective catadioptric sensors for 3D model-based tracking with particle filters". 2007.
    10.1109/IROS.2007.4399529
  47. Sanches, J.M.; Nascimento, J.C.; Marques, J.S.. "An unified framework for Bayesian denoising for several medical and biological imaging Modalities". 2007.
    10.1109/IEMBS.2007.4353788
  48. Mendonça, T.; Marçal, A.R.S.; Vieira, A.; Nascimento, J.C.; Silveira, M.; Marques, J.S.; Rozeira, J.. "Comparison of segmentation methods for automatic diagnosis of dermoscopy images". 2007.
    10.1109/IEMBS.2007.4353865
  49. Silveira, M.; Nascimento, J.; Marques, J.. "Automatic segmentation of the lungs using robust level sets". 2007.
    10.1109/IEMBS.2007.4353317
  50. Nascimento, J.C.; Sanches, J.M.; Marques, J.S.. "A method for the dynamic analysis of the heart using a lyapounov based denoising algorithm". 2006.
    10.1109/IEMBS.2006.260183
  51. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Semi-supervised learning of switched dynamical models for classification of human activities in surveillance applications". 2006.
    10.1109/ICIP.2007.4379280
  52. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Recognition of human activities using space dependent switched dynamical models". 2005.
    10.1109/ICIP.2005.1530526
  53. Hall, D.; Nascimento, J.; Ribeiro, P.; Andrade, E.; Moreno, P.; Pesnel, S.; List, T.; et al. "Comparison of target detection algorithms using adaptive background models". 2005.
    10.1109/VSPETS.2005.1570905
  54. Nascimento, J.; Marques, J.S.; Sanches, J.. "Estimation of cardiac phases in echographic images using multiple models". 2003.
  55. NASCIMENTO, JC; MARQUES, JS. "An adaptive potential for robust shape estimation". 2003.
    10.1016/j.imavis.2003.08.011
  56. Nascimento, J.; Marques, J.S.. "Robust shape tracking in the presence of cluttered background". 2000.
  57. Nascimento, Jacinto C.; Abrantes, Arnaldo J.; Marques, Jorge S.. "Algorithm for centroid-based tracking of moving objects". 1999.
Journal article
  1. Celestino, José; Marques, Manuel; Jacinto C Nascimemto; João Paulo Costeira. Corresponding author: Celestino, José. "2D Image head pose estimation via latent space regression under occlusion settings". Pattern Recognition 137 (2023): 109288-109288. http://dx.doi.org/10.1016/j.patcog.2022.109288.
    10.1016/j.patcog.2022.109288
  2. Francisco Maria Calisto; Carlos Santiago; Nuno Nunes; Jacinto C. Nascimento. "BreastScreening-AI: Evaluating medical intelligent agents for human-AI interactions". Artificial Intelligence in Medicine (2022): https://doi.org/10.1016/j.artmed.2022.102285.
    10.1016/j.artmed.2022.102285
  3. Carlos Santiago; Daniela O. Medley; Jorge S. Marques; Jacinto C. Nascimento. "Model-Agnostic Temporal Regularizer for Object Localization Using Motion Fields". IEEE Transactions on Image Processing 31 (2022): 2478-2487. https://doi.org/10.1109/TIP.2022.3155947.
    10.1109/TIP.2022.3155947
  4. Jacinto C Nascimemto; Nuno Jardim Nunes; Carlos Jorge Mariz Santiago; Francisco Calisto. ""Introduction of Human-Centric AI Assistant to Aid Radiologists for Multimodal Breast Image Classification"". International Journal of Human - Computer Studies (2021): https://doi.org/10.1016/j.ijhcs.2021.102607.
    Published
  5. Jacinto C Nascimemto; Catarina Barata; Jorge Salvador Marques; João Miranda Lemos. "Sparse Motion Fields for Trajectory Prediction". Pattern Recognition (2021): https://doi.org/10.1016/j.patcog.2020.107631.
    Published
  6. Jacinto C Nascimento (1014-4655-65B3); Carlos Jorge Mariz Santiago; Catarina Barata; Gustavo Carneiro. "LOW: Training Deep Neural Networks by Learning Optimal Sample Weights". Pattern Recognition (2021): https://doi.org/10.1016/j.patcog.2020.107585.
    Published
  7. Medley, Daniela; Santiago, Carlos; Nascimento, Jacinto C.. "CyCoSeg: A Cyclic Collaborative Framework for Automated Medical Image Segmentation". IEEE Transactions on Pattern Analysis and Machine Intelligence (2021): 1-1. http://dx.doi.org/10.1109/tpami.2021.3113077.
    Accepted • 10.1109/tpami.2021.3113077
  8. Jacinto C. Nascimento; Gustavo Carneiro. "One Shot Segmentation: Unifying Rigid Detection and Non-Rigid Segmentation Using Elastic Regularization". IEEE Transactions on Pattern Analysis and Machine Intelligence 42 12 (2020): 3054-3070. https://doi.org/10.1109/TPAMI.2019.2922959.
    10.1109/TPAMI.2019.2922959
  9. Daniela O. Medley; Carlos Santiago; Jacinto C. Nascimento. "Deep Active Shape Model for Robust Object Fitting". IEEE Transactions on Image Processing 29 (2020): 2380-2394. https://doi.org/10.1109/TIP.2019.2948728.
    10.1109/TIP.2019.2948728
  10. Jacinto C Nascimemto; Gustavo Carneiro. "Region Proposals for Saliency Map Refinement for Weakly-supervised Disease Localisation and Classification". (2020): https://link.springer.com/chapter/10.1007/978-3-030-59725-2_52.
  11. Jacinto C Nascimemto. "Pre and Post hoc Diagnosis and Interpretation of Malignancy from Breast DCE-MRl". Medica Imaging Analysis (2019): https://doi.org/10.1016/j.media.2019.101562.
  12. Jacinto C Nascimemto. "Gait-based Person Re-identification: a Survey". ACM Computing Surveys (2019): https://doi.org/10.1145/3243043.
    Published
  13. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Fast segmentation of the left ventricle in cardiac MRI using dynamic programming". Computer Methods and Programs in Biomedicine 154 (2018): 9-23. http://www.scopus.com/inward/record.url?eid=2-s2.0-85033213787&partnerID=MN8TOARS.
    10.1016/j.cmpb.2017.10.028
  14. Jacinto C. Nascimento; Gustavo Carneiro. "Deep Learning on Sparse Manifolds for Faster Object Segmentation". IEEE Transactions on Image Processing 26 10 (2017): 4978-4990. https://doi.org/10.1109/TIP.2017.2725582.
    10.1109/TIP.2017.2725582
  15. Ribeiro, D.; Nascimento, J.C.; Bernardino, A.; Carneiro, G.. "Improving the performance of pedestrian detectors using convolutional learning". Pattern Recognition 61 (2017): 641-649. http://www.scopus.com/inward/record.url?eid=2-s2.0-84992445409&partnerID=MN8TOARS.
    10.1016/j.patcog.2016.05.027
  16. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "A new ASM framework for left ventricle segmentation exploring slice variability in cardiac MRI volumes". Neural Computing and Applications 28 9 (2017): 2489-2500. http://www.scopus.com/inward/record.url?eid=2-s2.0-84968649830&partnerID=MN8TOARS.
    10.1007/s00521-016-2337-1
  17. Oakden-Rayner, L.; Carneiro, G.; Bessen, T.; Nascimento, J.C.; Bradley, A.P.; Palmer, L.J.. "Precision Radiology: Predicting longevity using feature engineering and deep learning methods in a radiomics framework". Scientific Reports 7 1 (2017): http://www.scopus.com/inward/record.url?eid=2-s2.0-85019233675&partnerID=MN8TOARS.
    10.1038/s41598-017-01931-w
  18. Carneiro, G.; Nascimento, J.; Bradley, A.P.. "Automated Analysis of Unregistered Multi-View Mammograms with Deep Learning". IEEE Transactions on Medical Imaging 36 11 (2017): 2355-2365. http://www.scopus.com/inward/record.url?eid=2-s2.0-85030260449&partnerID=MN8TOARS.
    10.1109/TMI.2017.2751523
  19. Figueira, D.; Taiana, M.; Nascimento, J.C.; Bernardino, A.. "A Window-Based Classifier for Automatic Video-Based Reidentification". IEEE Transactions on Systems, Man, and Cybernetics: Systems 46 12 (2016): 1736-1747. http://www.scopus.com/inward/record.url?eid=2-s2.0-84999636188&partnerID=MN8TOARS.
    10.1109/TSMC.2016.2609153
  20. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Automatic 3-D segmentation of endocardial border of the left ventricle from ultrasound images". IEEE Journal of Biomedical and Health Informatics 19 1 (2015): 339-348. http://www.scopus.com/inward/record.url?eid=2-s2.0-84920903514&partnerID=MN8TOARS.
    10.1109/JBHI.2014.2308424
  21. Nambiar, A.; Bernardino, A.; Nascimento, J.. "Shape Context for soft biometrics in person re-identification and database retrieval". Pattern Recognition Letters 68 (2015): 297-305. http://www.scopus.com/inward/record.url?eid=2-s2.0-84948105707&partnerID=MN8TOARS.
    10.1016/j.patrec.2015.07.001
  22. Nascimento, J.C.; Barão, M.; Marques, J.S.; Lemos, J.M.. "An information geometric framework for the optimization on a discrete probability spaces: Application to human trajectory classification". Neurocomputing Part A (2015): 155-162. http://www.scopus.com/inward/record.url?eid=2-s2.0-84912121646&partnerID=MN8TOARS.
    10.1016/j.neucom.2014.08.074
  23. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "2D Segmentation Using a Robust Active Shape Model with the em Algorithm". IEEE Transactions on Image Processing 24 8 (2015): 2592-2601. http://www.scopus.com/inward/record.url?eid=2-s2.0-84938331289&partnerID=MN8TOARS.
    10.1109/TIP.2015.2424311
  24. Taiana, M.; Nascimento, J.; Bernardino, A.. "On the purity of training and testing data for learning: The case of pedestrian detection". Neurocomputing Part A (2015): 214-226. http://www.scopus.com/inward/record.url?eid=2-s2.0-84912110080&partnerID=MN8TOARS.
    10.1016/j.neucom.2014.09.055
  25. Nascimento, J.C.; Barao, M.; Marques, J.S.; Lemos, J.M.. "Information geometric algorithm for estimating switching probabilities in space-varying HMM". IEEE Transactions on Image Processing 23 12 (2014): 5263-5273. http://www.scopus.com/inward/record.url?eid=2-s2.0-84908691609&partnerID=MN8TOARS.
    10.1109/TIP.2014.2363614
  26. Afonso, M.V.; Nascimento, J.C.; Marques, J.S.. "Automatic estimation of multiple motion fields from video sequences using a region matching based approach". IEEE Transactions on Multimedia 16 1 (2014): 1-14. http://www.scopus.com/inward/record.url?eid=2-s2.0-84890893931&partnerID=MN8TOARS.
    10.1109/TMM.2013.2281023
  27. Nascimento, J.C.; Silva, J.G.; Marques, J.S.; Lemos, J.M.. "Manifold learning for object tracking with multiple nonlinear models". IEEE Transactions on Image Processing 23 4 (2014): 1593-1605. http://www.scopus.com/inward/record.url?eid=2-s2.0-84900676969&partnerID=MN8TOARS.
    10.1109/TIP.2014.2303652
  28. Nascimento, J.C.; Marques, J.S.; Lemos, J.M.. "Modeling and classifying human activities from trajectories using a class of space-varying parametric motion fields". IEEE Transactions on Image Processing 22 5 (2013): 2066-2080. http://www.scopus.com/inward/record.url?eid=2-s2.0-84875612021&partnerID=MN8TOARS.
    10.1109/TIP.2013.2244607
  29. Carneiro, G.; Nascimento, J.C.. "Combining multiple dynamic models and deep learning architectures for tracking the left ventricle endocardium in ultrasound data". IEEE Transactions on Pattern Analysis and Machine Intelligence 35 11 (2013): 2592-2607. http://www.scopus.com/inward/record.url?eid=2-s2.0-84884546164&partnerID=MN8TOARS.
    10.1109/TPAMI.2013.96
  30. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Performance evaluation of point matching algorithms for left ventricle motion analysis in MRI". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual Conference 2013 (2013): 4398-4401. http://www.scopus.com/inward/record.url?eid=2-s2.0-84938094227&partnerID=MN8TOARS.
    10.1109/EMBC.2013.6610521
  31. Carneiro, G.; Nascimento, J.C.; Freitas, A.. "The segmentation of the left ventricle of the heart from ultrasound data using deep learning architectures and derivative-based search methods". IEEE Transactions on Image Processing 21 3 (2012): 968-982. http://www.scopus.com/inward/record.url?eid=2-s2.0-84857295176&partnerID=MN8TOARS.
    10.1109/TIP.2011.2169273
  32. Taiana, M.; Santos, J.; Gaspar, J.; Nascimento, J.; Bernardino, A.; Lima, P.. "Tracking objects with generic calibrated sensors: An algorithm based on color and 3D shape features". Robotics and Autonomous Systems 58 6 (2010): 784-795. http://www.scopus.com/inward/record.url?eid=2-s2.0-77953130992&partnerID=MN8TOARS.
    10.1016/j.robot.2010.02.010
  33. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Trajectory classification using switched dynamical hidden markov models". IEEE Transactions on Image Processing 19 5 (2010): 1338-1348. http://www.scopus.com/inward/record.url?eid=2-s2.0-77951262336&partnerID=MN8TOARS.
    10.1109/TIP.2009.2039664
  34. Nascimento, J.C.; Marques, J.S.. "Improved Gradient Vector Flow for robust shape estimation in medical imaging.". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference (2010): 4809-4812. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903855269&partnerID=MN8TOARS.
  35. SILVEIRA, M; NASCIMENTO, JC; MARQUES, JS; et al.. "Comparison of Segmentation Methods for Melanoma Diagnosis in Dermoscopy Images". IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING 3 1 (2009): 35-45.
    10.1109/JSTSP.2008.2011119
  36. Nascimento, J.; Sanches, J.. "Total variation with automatic hyper-parameter estimation.". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference (2008): 443-446. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903877048&partnerID=MN8TOARS.
  37. NASCIMENTO, JC; MARQUES, JS. "Robust shape tracking with multiple models in ultrasound images". IEEE TRANSACTIONS ON IMAGE PROCESSING 17 3 (2008): 392-406.
    10.1109/TIP.2007.915552
  38. NASCIMENTO, J; FIGUELREDO, M; MARQUES, J. "Independent increment processes for human motion recognition". COMPUTER VISION AND IMAGE UNDERSTANDING 109 2 (2008): 126-138.
    10.1016/j.cviu.2007.02.002
  39. SANCHES, JM; NASCIMENTO, JC; MARQUES, JS. "Medical image noise reduction using the Sylvester-Lyapunov equation". IEEE TRANSACTIONS ON IMAGE PROCESSING 17 9 (2008): 1522-1539.
    10.1109/TIP.2008.2001398
  40. Silveira, M.; Nascimento, J.; Marques, J.. "Automatic segmentation of the lungs using robust level sets.". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference (2007): 4414-4417. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903867750&partnerID=MN8TOARS.
  41. Mendonca, T.; Marcal, A.R.; Vieira, A.; Nascimento, J.C.; Silveira, M.; Marques, J.S.; Rozeira, J.. "Comparison of segmentation methods for automatic diagnosis of dermoscopy images.". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference (2007): 6573-6576. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903854820&partnerID=MN8TOARS.
  42. Sanches, J.M.; Nascimento, J.C.; Marques, J.S.. "An unified framework for Bayesian denoising for several medical and biological imaging modalities.". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference (2007): 6268-6271. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903871268&partnerID=MN8TOARS.
  43. Nascimento, J.C.; Sanches, J.M.; Marques, J.S.. "A method for the dynamic analysis of the heart using a Lyapounov based denoising algorithm.". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference (2006): 4828-4831. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903876424&partnerID=MN8TOARS.
  44. NASCIMENTO, JC; MARQUES, JS. "Performance evaluation of object detection algorithms for video surveillance". IEEE TRANSACTIONS ON MULTIMEDIA 8 4 (2006): 761-774.
    10.1109/TMM.2006.876287
  45. NASCIMENTO, JC; MARQUES, JS. "Adaptive snakes using the EM algorithm (vol 14, pg 1678, 20058)". IEEE TRANSACTIONS ON IMAGE PROCESSING 15 3 (2006): 788-788.
    10.1109/TIP.2006.870871
  46. NASCIMENTO, JC; MARQUES, JS. "Adaptive snakes using the EM algorithm". IEEE TRANSACTIONS ON IMAGE PROCESSING 14 11 (2005): 1678-1686.
    10.1109/TIP.2005.857252
  47. NASCIMENTO, JC; MARQUES, JS. "Robust shape tracking in the presence of cluttered background". IEEE TRANSACTIONS ON MULTIMEDIA 6 6 (2004): 852-861.
    10.1109/TMM.2004.837253
  48. CELEUX, G; NASCIMENTO, J; MARQUES, J. "Learning switching dynamic models for objects tracking". PATTERN RECOGNITION 37 9 (2004): 1841-1853.
    10.1016/j.patcog.2004.01.020
  49. Nascimento, J.C.; Marques, J.S.. "An adaptive potential for robust shape estimation". Image and Vision Computing 21 13-14 (2003): 1107-1116. http://www.scopus.com/inward/record.url?eid=2-s2.0-0344946414&partnerID=MN8TOARS.
    10.1016/S0262-8856(03)00179-3
  50. Nascimento, J.C.; Abrantes, A.J.; Marques, J.S.. "Using middle level features for robust shape tracking". Pattern Recognition Letters 24 1-3 (2003): 295-307. http://www.scopus.com/inward/record.url?eid=2-s2.0-0346665941&partnerID=MN8TOARS.
    10.1016/S0167-8655(02)00243-X
  51. Nascimento, J.C.; Marques, J.S.. "Improving the robustness of parametric shape tracking with switched multiple models". Pattern Recognition 35 12 (2002): 2711-2718. http://www.scopus.com/inward/record.url?eid=2-s2.0-0036887666&partnerID=MN8TOARS.
    10.1016/S0031-3203(01)00244-8
Activities

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2020 - Current Robust Estimation of correspondences using deep learning
Co-supervisor of Gonçalo Dias Pais
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019 - Current Unregistered multi-view and multi-modality for Breast screening diagnosis
Supervisor of Mauro José Sarmento Pinto Machado
 Ciências de Engenharia - Engenharia Informática e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019 - Current Mammogram Classification through Deep Learning
Supervisor of Diogo Cortez
 Ciências de Engenharia - Engenharia Informática e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019 - Current Breast Cancer Multimodality Scalable Interactions
Supervisor of Hugo Lencastre
 Ciências de Engenharia - Engenharia Informática e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019 - Current 2D Breast Cancer Diagnosis Explainable Visualizations
Supervisor of Nádia Liladar Mourão
Ciências de Engenharia - Engenharia Informática e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019 - Current Serious Games in virtual reality and augmented reality
Supervisor of Marcelo José Caires Nunes
 Ciências de Engenharia - Engenharia Informática e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018 - Current An HCI assessment of clinical imaging for BreastScreening
Supervisor of Francisco Maria Galambe Ferrari Calisto
 Ciências de Engenharia - Engenharia Informática e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017 - Current Automatic Segmentation of the Left Ventricle in Cardiac Magnetic Resonance using Deep Learning and Shape Statistics
Supervisor of Daniela Medley
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018 - 2019 Seguimento temporal de peixes em caudais de rios
Supervisor of Catarina Pessoa Jorge
 Ciências de Engenharia - Engenharia Informática e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017 - 2019 Fish Detection in Image Sequences
Supervisor of Guilherme Jo˜ao Versos Baptista dos Santos
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016 - 2019 Deep Classifiers for Robust Larval Zebrafish Behavior
Supervisor of Alexandre Domingues Duhau Laborde
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Master)
Fundação Champalimaud, Portugal

Universidade de Lisboa Instituto Superior Técnico, Portugal
2017 - 2018 Deep learning of dynamic functional connectivity states during sleep and epilepsy using simultaneous EEG-fMRI
Co-supervisor of Joana Pernadas Carmona
 Bioengenharia (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017 - 2018 OmniDRL: Robust Pedestrian Detection using Omnidirectional Cameras and Deep Reinforcement Learning
Supervisor of Gonçalo José Dias Pais
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017 - 2018 MIMBCD-UI: Medical Imaging Multimodality Breast Cancer Diagnosis User Interface
Supervisor of Francisco Maria Galamba Ferrari Calisto
 Ciências de Engenharia - Engenharia Informática e de Computadores
Universidade de Lisboa Instituto Superior Técnico, Portugal
2013/07/01 - 2017/07/31 Segmentation of the Left Ventricle in Cardiac Magnetic Resonance
Supervisor of Carlos Jorge Andrade Mariz Santiago
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2012/05/01 - 2017/04/30 Automatic Person Re-Identification System using Anthropometric and Gait soft-Biometric features
Co-supervisor of Athira Nambiar
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015 - 2016 Networked robotic systems that learn to adapt to human preferences
Co-supervisor of Tiago Rodrigues Borges Ferreira
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015 - 2016 Pedestrian detection using Convolutional Neural Networks
Supervisor of David José Lopes de Brito Duarte Ribeiro
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2011 - 2016 Automatic Person Re-Identification for Video Surveillance Applications
Co-supervisor of Dario António Bacellar Figueira
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2009 - 2015 A methodology for training and evaluating Pedestrian Detectors: Towards practical applications
Co-supervisor of Matteo Taiana
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2011 - 2012 Generating hand pose hypotheses for 3D tracking: a bottom-up approach
Supervisor of Davide Rosário Periquito
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2010 - 2011 Adjustment of Deformable Models to Organ Surfaces in 3D Images
Co-supervisor of Carlos Jorge Andrade Mariz Santiago
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2010 - 2011 Human Activity Analysis: people interaction
Co-supervisor of João Pedro Saraiva Cabral Fernandes
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2008 - 2009 Event Detection with Pan-Tilt Cameras
Co-supervisor of Diogo Vicente
 Ciências de Engenharia - Engenharia Electrotécnica e de Computadores (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal

Event organisation

Event name
Type of event (Role) 		Institution / Organization
2018/09/16 - 2018/09/16 Breast Image Analysis (BIA 2018), held in conjunction with MICCAI, Granada, Spain, September 2018 (2018/09/16 - 2018/09/16)
Workshop (Member of the Organising Committee)
2018/09/10 - 2018/09/14 4thWorkshop on Deep Learning in Medical Image Analysis (DLMIA 2018) held in conjunction with MICCAI, Granada, Spain, September 2018. (2018/09/10 - 2018/09/14)
Workshop (Member of the Organising Committee)
2017/09/10 - 2017/09/14 3rdWorkshop on Deep Learning in Medical Image Analysis (DLMIA 2017) held in conjunction with MICCAI, Quebec, Canada, September 2017 (2017/09/10 - 2017/09/14)
Workshop
2017/04/18 - 2017/04/21 Special Session on Breast Image Analysis held in conjunction with ISBI 2017, April, Melbourne, Austr´alia. (2017/04/14 - 2017/04/17)
Workshop (Member of the Organising Committee)
2016/10/17 - 2016/10/21 2ndWorkshop on Deep Learning in Medical Image Analysis DLMIA 2016 held in conjunction with MICCAI, Athens, Greece, October, 2016. (2016/10/17 - 2016/10/21)
Workshop
2015/10/15 - 2015/10/18 1stWorkshop on Deep Learning in Medical Image Analysis DLMIA 2015 held in conjunction with MICCAI, Munich, October , 2015 (2015/10/15 - 2015/10/18)
Workshop (Member of the Organising Committee)

Jury of academic degree

Topic
Role 		Candidate name (Type of degree)
Institution / Organization
2019/11 Distinguish Melanoma from Benign Melanocytic and Non-Melanocytic Lesions
(Thesis) Main arguer
 Mónica Andreia Teixeira Amaral (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019/11 Supply Chain Digital Twin: A Case Study in a Pharmaceutical Company
(Thesis) Main arguer
 João Afonso Ménáge Santos (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019/11 RGB-D Camera Network Calibration for 3D Model Reconstruction
(Thesis) Main arguer
 João Gabriel Albuquerque Simões Furtado Ramiro (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019/06 Fish Tracking in Image Sequences
Supervisor
 Guilherme João Versos Batista dos Santos (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019/06 Deep Classifiers for Robust Larval Zebrafish Behavior Classification
Supervisor
 Alexandre Domingues Duhau Laborde (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2019/05 Mapeamento de jogadores de futebol para um plano 2D
(Thesis) Main arguer
 Francisco Alexandre Lopes Besteiro (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018/12/03 Fundamental Topics in Machine Intelligence and their Application to Digital Colposcopy
(Thesis) Main arguer
 Kelwin Alexander Fernandes Correia (PhD)
Universidade do Porto Faculdade de Ciências, Portugal
2018/12 Deteção de minas em imagens multi-espectrais
(Thesis) Main arguer
 Ivo Fernando Fontes Linhas Guerra (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018/11 Uso de processadores gráficos em simulações baseadas em agentes. Um caso de estudo usando o modelo Heatbugs
(Thesis) Main arguer
 Luis Jorge Antunes Ramalho (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2018/05 Seguimento temporal de peixes em caudais de rios
Supervisor
 Catarina Freire Pimentel Pessoa Jorge, (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017/11 MIMBCD-UI: Medical Imaging Multimodality Breast Cancer Diagnosis User Interface
Supervisor
 Francisco Maria Galamba Ferrari Calisto (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017/11 “Forensic use of Mobile Phone Cameras: Measuring the height of a Person
(Thesis) Main arguer
 José António Carvalho Mendes (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017/07 Tracking the Left Ventricle Endocardium in 3D MRI Data using Multiple Dynamic Models with a Bottom-Up Data Association Model
Supervisor
 Carlos Jorge Andrade Mariz Santiago (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2017/06 Calibration, Structure-from-Motion and Registration beyond Point Features
(Thesis) Main arguer
 Carolina dos Santos Raposo (PhD)
Universidade de Coimbra, Portugal
2017/05 Self-organized Artificial Retina with Deep Neural Networks
(Thesis) Main arguer
 Rui Miguel Ferreira Raposo Martins (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016/11 Robust Tracking of Vessels in Oceanographic Airborne Images
(Thesis) Main arguer
 Jorge Pedro da Silva Matos (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016/07 Contributions on Deep transfer learning
(Thesis) Main arguer
 Chetak Kandaswamy (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal
2016/06 Automatic Person Re-Identification for Video Surveillance Applications
Supervisor
 Dario António Bacellar Figueira (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2016/05 Networked robotic systems that learn to adapt to human preferences
Supervisor
 Tiago Rodrigues Borges Ferreira (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015/12 A methodology for training and evaluating Pedestrian Detectors: towards practical applications
Supervisor
 Matteo Taiana (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015/12 Pedestrian detection with multichannel convolutional neural networks
Supervisor
 David José Lopes de Brito Duarte Ribeiro (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015/11 Fingerpointer - Pointing gestures for collaborative robots
(Thesis) Main arguer
 Sara Maria Cordo (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015/11 Degradation analysis of craters on Mars
(Thesis) Main arguer
 Magda Sofia Carvoeiras Rocha (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015/09 Medical Image Segmentation Combining Level Set Method and Deep Belief Networks
(Thesis) Main arguer
 Tuan Anh Ngo (PhD)
The University of Adelaide School of Computer Science, Australia
2015/07 Monocular 3D Positioning and Tracking Systems
(Thesis) Main arguer
 Tiago Filipe Pires Gaspar (PhD)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2015/01 Seguimento de pessoas em sistemas multi-câmara
(Thesis) Main arguer
 João Alberto Martins Dias (Master)
Instituto Politécnico de Lisboa Instituto Superior de Engenharia de Lisboa, Portugal
2013/11 Automatic off-road roadblock creation from satellite
(Thesis) Main arguer
 Jo˜ao Pedro Carvalho Camejo, (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2012/10 Generating hand pose hypotheses for 3D tracking: a bottom-up approach
Supervisor
 Davide Rosário Periquito, (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2011/11 Adjustment of Deformable Models to Organ Surfaces in 3D Images
Supervisor
 Carlos Jorge Andrade Mariz Santiago, (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2011/06 Human Activity Analysis: people interaction
(Thesis) Main arguer
 João Pedro Saraiva Cabral Fernandes (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2009/10 Event Detection with Pan-Tilt Cameras
Supervisor
 Diogo Vicente (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal
2008/09 Toward a fully automatic left ventricle segmentation using cine-MR images
(Thesis) Main arguer
 Isabela Maria Montenegro da Silva (Master)
Universidade de Lisboa Instituto Superior Técnico, Portugal