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Jorge S. Marques received the EE, MSc, Ph.D. degree and the Aggregation title from the University of Lisbon, Portugal, in 1981, 1984, 1990 and 2002. Currently, he is a professor in the Electrical and Computer Engineering Department of Instituto Superior Técnico (IST), University of Lisbon, and researcher at the Institute for Systems and Robotics. Jorge S. Marques was Vice-President of the Electrical and Computer Engineering Department of Instituto Superior Técnico, Coordinator of the PhD Program in Electrical and Computer Engineering and Coordinator of the Systems, Decision and Control area at IST. He was President of the Portuguese Association for Pattern Recognition (2001-2003). He participated in several european and national projects and was principal investigator in nine of them. He has published over 220 papers in international journals and conferences. He is the author of the book "Pattern Recognition: Statistical and Neural Methods", IST Press, 2005, 2nd ed., in Portuguese, and editor of the book "Dermoscopy Image Analysis", CRC Press, 2016. Dr. Marques was Chairman of the IAPR Conference IbPRIA 2005 and Associate Editor of the Statistics and Computing Journal, Springer. His research interests are in image analysis, statistical signal processing, and machine learning.
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Identification

Personal identification

Full name
Jorge Salvador Marques

Citation names

  • Marques, Jorge S.

Author identifiers

Ciência ID
CC1B-CA80-97DF
ORCID iD
0000-0002-3800-7756
Google Scholar ID
https://scholar.google.pt/citations?user=8Vwg-7sAAAAJ&hl=pt-PT&oi=ao
Researcher Id
C-1427-2010
Scopus Author Id
7203033359

Websites

Knowledge fields

  • Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics

Languages

Language Speaking Reading Writing Listening Peer-review
English
Education
Degree Classification
2002
Concluded
 Engenharia Electrotécnica e de Computadores (Título de Agregado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
1990
Concluded
 Engenharia Electrotécnica e de Computadores (Doutoramento)
Major in Sem especialidade
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Modelamento Sinusoidal da Fala. Aplicação À Codificação a Ritmos Médios e Baixos" (THESIS/DISSERTATION)
1984
Concluded
 Engenharia Electrotécnica e de Computadores (Mestrado)
Universidade de Lisboa Instituto Superior Técnico, Portugal
"Técnicas Recursivas em Localização Passiva por Efeito de Doppler" (THESIS/DISSERTATION)
1981
Concluded
 Engenharia Electrotécnica (Licenciatura)
Universidade de Lisboa Instituto Superior Técnico, Portugal
Affiliation

Science

Category
Host institution 		Employer
1992/01/01 - Current Researcher (Research) Universidade de Lisboa Instituto de Sistemas e Robótica, Portugal

Teaching in Higher Education

Category
Host institution 		Employer
2018/04/23 - Current Full Professor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
2000 - 2018 Associate Professor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal
1990 - 2000 Assistant Professor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal
1981 - 1990 Assistant (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal
1980 - 1981 Tutor (University Teacher) Universidade de Lisboa Instituto Superior Técnico, Portugal
Universidade de Lisboa Instituto Superior Técnico, Portugal
Projects

Contract

Designation Funders
2016/01 - 2018/12 SPARSIS - Sparse Modeling and Estimation of Motion Fields
grant.Provided by PTCRIS: 139024
Principal investigator
Laboratório de Robótica e Sistemas de Engenharia, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2011/01 - 2014/06 ADIAR - Alzheimer Disease: Image Analysis and Recognition
grant.Provided by PTCRIS: 114606
Researcher
Laboratório de Robótica e Sistemas de Engenharia, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2011/01 - 2013/12 ANIMAR - Automated annotation of images from the surface of Mars
grant.Provided by PTCRIS: 110909
Researcher
Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2010/01 - 2013/09 ADDI - Automatic computer-based Diagnosis system for Dermoscopy Images
grant.Provided by PTCRIS: 103471
Researcher
Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2010/01 - 2013/08 ARGUS - Activity Recognition and Object Tracking Based on Multiple Models
grant.Provided by PTCRIS: 98550
Principal investigator
Laboratório de Robótica e Sistemas de Engenharia, Portugal
 Fundação para a Ciência e a Tecnologia
Concluded
2010/01 - 2013/06 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
grant.Provided by PTCRIS: 103462
Researcher
Laboratório de Robótica e Sistemas de Engenharia, Portugal
 Fundação para a Ciência e a Tecnologia
Outputs

Publications

Book
  1. Pina, P.; Pereira, F.; Marques, J.S.; Heleno, S.. Detection of Stone Circles in Periglacial Regions of Antarctica in UAV Datasets. 2019.
    10.1007/978-3-030-31332-6_25
  2. Duarte, N.F.; Rakovic, M.; Marques, J.; Santos-Victor, J.. Action alignment from gaze cues in human-human and human-robot interaction. 2019.
    10.1007/978-3-030-11015-4_17
  3. Portêlo, A.; Cavallaro, A.; Barata, C.; Marques, J.S.. Description and Recognition of Activity Patterns Using Sparse Vector Fields. 2019.
    10.1007/978-3-030-31332-6_21
  4. Portêlo, A.; Marques, J.S.; Barata, C.; Lemos, J.M.. Distributed Estimation of Vector Fields. 2018.
    10.1007/978-3-030-01449-0_4
  5. Barata, C.; Nascimento, J.C.; Marques, J.S.. Improving a Switched Vector Field Model for Pedestrian Motion Analysis. 2018.
    10.1007/978-3-030-01449-0_1
  6. Emre Celebi, M.; Mendonça, T.F.; Marques, J.S.. Dermoscopy image analysis. 2015.
    10.1201/b19107
  7. Emre Celebi, M.; Mendonça, T.F.; Marques, J.S.. Preface. 2015.
  8. Marques, Jorge S.. Pattern Recognition. Statistical and Neural Methods. IST Press. 2005.
Book chapter
  1. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "A 3D active shape model for left ventricle segmentation in MRI". 99-116. 2016.
  2. Mendoncã, T.F.; Ferreira, P.M.; Marcãl, A.R.S.; Barata, C.; Marques, J.S.; Rocha, J.; Rozeira, J.. "PH2: A public database for the analysis of dermoscopic images". 419-440. 2015.
  3. Barata, C.; Emre Celebi, M.; Marques, J.S.. "Toward a robust analysis of dermoscopy images acquired under different conditions". 1-22. 2015.
  4. Santiago, C.; Marques, J.S.; Nascimento, J.C.. "A Robust Deformable Model for 3D Segmentation of the Left Ventricle from Ultrasound Data". In Mathematical methodologies in pattern recognition and machine learning, 163-178. Springer, 2013.
    10.1007/978-1-4614-5076-4_11
  5. Marques, J.S.; Nascimento, J.C.; Santiago, C.. "Robust deformable models for 2D and 3D shape estimation". 169-185. 2013.
    10.1007/978-94-007-5446-1_7
  6. Jorge, P.M.; Abrantes, A.J.; Lemos, J.M.; Marques, J.S.. "Long term tracking of pedestrians with groups and occlusions". In Bayesian Network Technologies: Applications and Graphical Models. 2007.
    10.4018/978-1-59904-141-4.ch008
Conference paper
  1. Bárbara Ferreira; Catarina Barata; Jorge S. Marques. "What Is the Role of Annotations in the Detection of Dermoscopic Structures?". Paper presented in IbPRIA - Iberian Conference on Pattern Recognition and Image Analysis, 2019.
    Published • 10.1007/978-3-030-31321-0_1
  2. Barata, C.; Figueiredo, M.A.T.; Marques, J.S. "Multiple Motion Fields for Multiple Types of Agents". Paper presented in ICIP - IEEE International Conference on Image Processing, 2019.
  3. Pina, P.; Pereira,F.; Marques, Jorge S.; Heleno, S.. "Detection of stone circles in periglacial regions of Antarctica in UAV datasets". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2019.
  4. Portêlo, A.; Cavallaro, A.; Barata, A; Marques, J.S.. "Description and Recognition of Activity Patterns Using Sparse Vector Fields". Paper presented in IbPRIA - Iberian Conference on Pattern Recognition and Image Analysis, 2019.
  5. Barata, C; Nascimento, J.C.; Marques, J.S.. "Multiple agents representation using motion fields". Paper presented in ICASSP - IEEE International Conference on Acoustics, Speech and Signal Processing, 2019.
  6. Marques, J.S.; Barata, C.. "Deep Learning For Skin Cancer Diagnosis With Hierarchical Architectures". Paper presented in ISBI - IEEE International Symposium on Biomedical Imaging, 2019.
  7. Barata, C.; Celebi, M.E.; Marques, J.S.. "Deep Attention Model for the Hierarchical Diagnosis of Skin Lesions". Paper presented in CVPR - IEEE Conference on Computer Vision and Pattern Recognition, 2019.
  8. Barata, C.; Nascimento, J.C.; Marques, J.S.. "Multiple Agents Representation Using Motion Fields". 2019.
    10.1109/ICASSP.2019.8683578
  9. Barata, C.; Marques, J.S.. "Deep learning for skin cancer diagnosis with hierarchical architectures". 2019.
    10.1109/ISBI.2019.8759561
  10. Barata, C.; Figueiredo, M.A.T.; Marques, J.S.. "Multiple Motion Fields for Multiple Types of Agents". 2019.
    10.1109/ICIP.2019.8804300
  11. Lemos, J.M.; Girão, J.; Silva, A.S.; Marques, J.S.. "The Fokker-Planck equation in estimation and control". 2019.
    10.1016/j.ifacol.2019.07.016
  12. Barata, C.; Marques, J.S.; Celebi, M.E.. "Deep attention model for the hierarchical diagnosis of skin lesions". 2019.
    10.1109/CVPRW.2019.00334
  13. Portelo, A.; Marques, J. S.; Barata, C.; Lemos, J.M.. "Distributed Estimation of Vector Fields". Paper presented in International Conference on Advanced Concepts for Intelligent Vision Systems, 2018.
  14. Barata, C.; Nascimento, J. C.; Marques, J. S.. "Improving a Switched Vector Field Model for Pedestrian Motion Analysis". Paper presented in International Conference on Advanced Concepts for Intelligent Vision Systems, 2018.
  15. Ferreira Duarte, N.; Rakovic, M.; Marques, J. S.; Santos-Victor, J.. "Action alignment from gaze cues in human-human and human-robot interaction". Paper presented in ECCV - European Conference on Computer Vision, 2018.
  16. Barata, C.; Nascimento, J.C.; Marques, J.S.. "A sparse approach to pedestrian trajectory modeling using multiple motion fields". 2018.
    10.1109/ICIP.2017.8296740
  17. Barão, M.; Marques, J.S.; Barao, M.. "Clustering of Gaussian random vector fields in multiple trajectory modelling". Paper presented in APCA International Conference on Automatic Control and Soft Computing, 2018.
    10.1109/CONTROLO.2018.8514541
  18. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Fast and accurate segmentation of the LV in MR volumes using a deformable model with dynamic programming". 2018.
    10.1109/ICIP.2017.8296581
  19. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Combining an Active Shape and Motion Models for Object Segmentation in Image Sequences". 2018.
    10.1109/ICIP.2018.8451571
  20. Barata, C.; Lemos, J.M.; Marques, J.S.. "Estimation of space-varying covariance matrices". 2018.
    10.1109/ICIP.2018.8451644
  21. Barão, Miguel; Marques, Jorge S.. "Gaussian random vector fields in trajectory modelling". Paper presented in IMVIP - Irish Machine Vision and Image Processing Conference, 2017.
  22. Barata, C.; Figueiredo, M.A.T.; Celebi, M.E.; Marques, J.S.. "Local features applied to dermoscopy images: Bag-of-features versus sparse coding". Paper presented in IbPRIA - Iberian Conference on Pattern Recognition and Image Analysis, 2017.
    Published • 10.1007/978-3-319-58838-4_58
  23. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "A new robust active shape model formulation for cardiac MRI segmentation". Paper presented in ICIP - IEEE International Conference on Image Processing, 2016.
    10.1109/ICIP.2016.7533133
  24. Pina, P.; Marques, J.S.. "Automated prediction of crater degradation degree". Paper presented in ICIP - IEEE International Conference on Image Processing, 2016.
    10.1109/ICIP.2016.7533184
  25. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Robust 3D active shape model for the segmentation of the left ventricle in MRI". Paper presented in IbPRIA - Iberian Conference on Pattern Recognition and Image Analysis, 2015.
    10.1007/978-3-319-19390-8_32
  26. Barata, C.; Emre Celebi, M.; Marques, J.S.. "Color detection in dermoscopy images based on scarce annotations". Paper presented in IbPRIA - Iberian Conference on Pattern Recognition and Image Analysis, 2015.
    10.1007/978-3-319-19390-8_35
  27. Marques, M.M.; Dias, P.; Santos, N.P.; Lobo, V.; Batista, R.; Salgueiro, D.; Aguiar, A.; et al. "Unmanned aircraft systems in maritime operations: Challenges addressed in the scope of the SEAGULL project". Paper presented in 2015 - OCEANS, 2015.
    10.1109/OCEANS-Genova.2015.7271427
  28. Barata, C.; Celebi, M.E.; Marques, J.S.. "Melanoma detection algorithm based on feature fusion". Paper presented in EMBC - Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015.
    10.1109/EMBC.2015.7318937
  29. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Segmentation of the left ventricle in cardiac MRI using a probabilistic data association active shape model". Paper presented in EMBC - Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015.
    10.1109/EMBC.2015.7320078
  30. Barata, C.; Celebi, M.E.; Marques, J.S.. "A clinically oriented system for melanoma diagnosis using a color representation". 2015.
    10.1109/EMBC.2015.7320117
  31. Barata, C.; Marques, J.S.; Celebi, M.E.. "Improving dermoscopy image analysis using color constancy". Paper presented in ICIP - IEEE International Conference on Image Processing, 2014.
    10.1109/ICIP.2014.7025716
  32. Barata, C.; Figueiredo, M.A.T.; Celebi, M.E.; Marques, J.S.. "Color identification in dermoscopy images using Gaussian mixture models". Paper presented in ICASSP - IEEE International Conference on Acoustics, Speech and Signal Processing, 2014.
    10.1109/ICASSP.2014.6854274
  33. Marques, J.S.; Bernardino, A.; Cruz, G.; Bento, M.. "An algorithm for the detection of vessels in aerial images". Paper presented in AVSS - IEEE International Conference on Advanced Video and Signal Based Surveillance, 2014.
    10.1109/AVSS.2014.6918684
  34. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "A robust active shape model using an expectation-maximization framework". Paper presented in ICIP - IEEE International Conference on Image Processing, 2014.
    10.1109/ICIP.2014.7026226
  35. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Non-rigid object segmentation using robust active shape models". Paper presented in AMDO - International Conference on Articulated Motion and Deformable Objects, 2014.
    10.1007/978-3-319-08849-5_16
  36. Marques, J.S.; Pina, P.. "Delineation of martian craters based on edge maps and dynamic programming". Paper presented in ICIAR - International Conference Image Analysis and Recognition, 2014.
    10.1007/978-3-319-11758-4_47
  37. Portêlo, A.; Ribeiro, R.; Figueiredo, M.; Lemos, J.M.; Marques, J.S.. "A velocity field approach to the detection of pedestrian interactions". Paper presented in Mediterranean Conference on Control and Automation, 2013.
    10.1109/MED.2013.6608936
  38. Morgado, P.M.; Silveira, M.; Marques, J.S.. "Efficient selection of non-redundant features for the diagnosis of Alzheimer'S disease". Paper presented in International Symposium on Biomedical Imaging, 2013.
    10.1109/ISBI.2013.6556556
  39. Morgado, P.M.; Silveira, M.; Marques, J.S.. "Extending local binary patterns to 3D for the diagnosis of Alzheimer's Disease". Paper presented in ISBI - IEEE International Symposium on Biomedical Imaging, 2013.
    10.1109/ISBI.2013.6556426
  40. Mendonca, T.; Ferreira, P.M.; Marques, J.S.; Marcal, A.R.S.; Rozeira, J.. "PH2 - A dermoscopic image database for research and benchmarking". Paper presented in EMBC - international conference of the IEEE engineering in medicine and biology society, 2013.
    10.1109/EMBC.2013.6610779
  41. Santiago, C.; Nascimento, J.C.; Marques, J.S.. "Performance evaluation of point matching algorithms for left ventricle motion analysis in MRI". Paper presented in EMBC - Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013.
    10.1109/EMBC.2013.6610521
  42. Ruela, M.; Barata, C.; Mendonca, T.; Marques, J.S.. "On the role of shape in the detection of melanomas". Paper presented in International Symposium on Image and Signal Processing and Analysis, 2013.
  43. Barata, C.; Marques, J.S.; Celebi, M.E.. "Towards an automatic bag-of-features model for the classification of dermoscopy images: The influence of segmentation". Paper presented in International Symposium on Image and Signal Processing and Analysis, 2013.
  44. 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
  45. Ribeiro, R.A.; Marques, J.S.; Lemos, J.M.. "A multiple velocity fields approach to the detection of pedestrians interactions using HMM and data association filters". Paper presented in International Symposium on Visual Computing, 2013.
    10.1007/978-3-642-41914-0_15
  46. Barata, C.; Marques, J.S.; Mendonça, T.. "Bag-of-features classification model for the diagnose of melanoma in dermoscopy images using color and texture descriptors". Paper presented in ICIAR - International Conference Image Analysis and Recognition, 2013.
    10.1007/978-3-642-39094-4_62
  47. Marques, J.S.; Pina, P.. "An algorithm for the delineation of craters in very high resolution images of Mars surface". Paper presented in IbPRIA - Iberian Conference on Pattern Recognition and Image Analysis, 2013.
    10.1007/978-3-642-38628-2_25
  48. Pina, P.; Marques, J.S.. "Delineation of impact craters by a mathematical morphology based approach". Paper presented in International Conference Image Analysis and Recognition, 2013.
    10.1007/978-3-642-39094-4_82
  49. Barata, C.; Marques, J.S.; Rozeira, J.. "Evaluation of color based keypoints and features for the classification of melanomas using the bag-of-features model". Paper presented in International Symposium on Visual Computing, 2013.
    10.1007/978-3-642-41914-0_5
  50. Portelo, A.; Pacheco, S.; Figueiredo, M.A.T.; Lemos, J.M.; Marques, J.S.. "Moving horizon estimation of pedestrian interactions based on multiple velocity fields". Paper presented in International Symposium on Visual Computing, 2013.
    10.1007/978-3-642-41939-3_46
  51. Ruela, M.; Barata, C.; Mendonça, T.; Marques, J.S.. "What is the role of color in dermoscopy analysis?". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2013.
    10.1007/978-3-642-38628-2_97
  52. Barata, C.; Marques, J.S.; Rozeira, J.. "The role of keypoint sampling on the classification of melanomas in dermoscopy images using bag-of-features". Paper presented in IbPRIA - Iberian Conference on Pattern Recognition and Image Analysis, 2013.
    10.1007/978-3-642-38628-2_85
  53. Ruela, M.; Barata, C.; Marques, J.S.. "What is the role of color symmetry in the detection of melanomas?". Paper presented in International symposium on visual computing, 2013.
    10.1007/978-3-642-41914-0_1
  54. 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
  55. 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
  56. Bicacro, E.; Silveira, M.; Marques, J.S.; Costa, D.C.. "3D brain image-based diagnosis of Alzheimer's disease: Bringing medical vision into feature selection". 2012.
    10.1109/ISBI.2012.6235502
  57. Barata, C.; Marques, J.S.; Rozeira, J.. "A system for the automatic detection of pigment network". 2012.
    10.1109/ISBI.2012.6235894
  58. Bicacro, E.; Silveira, M.; Marques, J.S.. "Alternative feature extraction methods in 3D brain image-based diagnosis of Alzheimer's Disease". 2012.
    10.1109/ICIP.2012.6467090
  59. Marques, J.S.; Barata, C.; Mendonça, T.. "On the role of texture and color in the classification of dermoscopy images". 2012.
    10.1109/EMBC.2012.6346942
  60. Afonso, M.V.; Marques, J.S.; Nascimento, J.C.. "Automatic estimation of multiple motion fields using object trajectories and optical flow". 2012.
  61. Amorim, B.S.R.; Mendonça, T.; Marcal, A.R.S.; Marques, J.S.; Rozeira, J.. "Database implementation for clinical and computer assisted diagnosis of dermoscopic images". 2012.
  62. Santiago, C.; Marques, J.S.; Nascimento, J.. "Robust deformable model for segmenting the left ventriclein 3D volumes of ultrasound data". 2012.
  63. Simao, T.; Barao, M.; Marques, J.S.. "Recursive Bayesian identification of nonlinear autonomous systems". 2012.
    10.1109/MED.2012.6265640
  64. Marques, J.S.; Figueiredo, M.A.T.. "Image super-segmentation: Segmentation with multiple labels from shuffled observations". 2011.
    10.1109/ICIP.2011.6116141
  65. 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
  66. 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
  67. Barata, C.; Marques, J.S.; Rozeira, J.. "Detecting the pigment network in dermoscopy images: A directional approach". 2011.
    10.1109/IEMBS.2011.6091268
  68. Marques, J.S.; Figueiredo, M.A.T.. "Fast estimation of multiple vector fields: Application to video surveillance". 2011.
  69. Marques, J.S.; Lemos, J.M.; Figueiredo, M.A.T.; Nascimento, J.C.; Barão, M.. "Trajectory analysis using switched motion fields: A parametric approach". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2011.
    10.1007/978-3-642-21257-4_52
  70. Barão, M.; Marques, J.S.. "Offline Bayesian identification of jump Markov nonlinear systems". 2011.
    10.3182/20110828-6-IT-1002.01974
  71. Barão, M.; Marques, J.S.; Lemos, J.M.. "An improved EM-method for the estimation of transition probabilities in multiple model switching systems". 2010.
    10.3182/20100901-3-IT-2016.00243
  72. Silveira, M.; Marques, J.. "Boosting Alzheimer disease diagnosis using PET images". 2010.
    10.1109/ICPR.2010.626
  73. Nascimento, J.C.; Marques, J.S.; Figueiredo, M.A.T.. "Discriminative model selection for object motion recognition". 2010.
    10.1109/ICIP.2010.5649441
  74. Nascimento, J.C.; Marques, J.S.; Figueiredo, M.A.T.. "Classification of complex pedestrian activities from trajectories". 2010.
    10.1109/ICIP.2010.5650138
  75. Nascimento, J.C.; Marques, J.S.. "Improving the robustness of gradient vector flowin cluttered images". 2010.
    10.1109/ICIP.2010.5654335
  76. Nascimento, J.C.; Marques, J.S.. "Improved Gradient Vector Flow for robust shape estimation in medical imaging". 2010.
    10.1109/IEMBS.2010.5628031
  77. Bandeira, L.; Marques, J.S.; Saraiva, J.; Pina, P.. "Automated detection of sand dunes on Mars". Paper presented in International Conference Image Analysis and Recognition, 2010.
    10.1007/978-3-642-13775-4_31
  78. Lemos, J.M.; Oliveira, P.S.; Marques, J.S.; Mendonça, T.F.. "Clustering in supervised multi-model adaptive control applied to neuromuscular blockade". 2009.
    10.3182/20090706-3-FR-2004.0235
  79. 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
  80. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Trajectory modeling using mixtures of vector fields". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2009.
    10.1007/978-3-642-02172-5_7
  81. Marques, J.S.; Nascimento, J.C.; Abrantes, A.J.; Silveira, M.. "Robust shape estimation with deformable models". Paper presented in Advances in Computational Vision and Medical Image Processing, 2009.
  82. Silveira, M.; Marques, J.S.. "Level set segmentation of dermoscopy images". 2008.
    10.1109/ISBI.2008.4540960
  83. Silveira, M.; Nascimento, J.C.; Marques, J.S.. "Level set segmentation with outlier rejection". 2008.
    10.1109/ICIP.2008.4711947
  84. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "Unsupervised learning of motion patterns using generative models". 2008.
    10.1109/ICIP.2008.4711866
  85. Martins, R.; Pina, P.; Marques, J.S.; Silveira, M.. "A boosting algorithm for crater detection". 2008.
  86. 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
  87. 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
  88. Silveira, M.; Nascimento, J.; Marques, J.. "Automatic segmentation of the lungs using robust level sets". 2007.
    10.1109/IEMBS.2007.4353317
  89. Nascimento, J.C.; Sanches, J.M.; Marques, J.S.. "Tracking the left ventricle in ultrasound images based on total variation denoising". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2007.
  90. Silveira, M.; Marques, J.S.. "Estimation of multiple objects at unknown locations with active contours". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2007.
  91. Nascimento, J.C.; Figueiredo, M.A.T.; Marques, J.S.. "On-line classification of human activities". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2007.
  92. Sanches, J.M.; Marques, J.S.. "Image denoising using the Lyapunov equation from non-uniform samples". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2007.
  93. 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
  94. Silveira, M.; Marques, J.. "Automatic segmentation of the lungs using multiple active contours and outlier model". 2006.
    10.1109/IEMBS.2006.260185
  95. Sanches, J.; Marques, J.S.. "Image reconstruction using the Benford law". 2006.
    10.1109/ICIP.2006.312845
  96. 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
  97. Marques, M.; Neves, A.; Marques, J.S.; Sanches, J.. "The Papoulis-Gerchberg algorithm with unknown signal bandwidth". Paper presented in International Conference Image Analysis and Recognition, 2006.
  98. Jesus, Rui M.; Abrantes, Arnaldo; Marques, Jorge S.. "Sistema para pesquisa de imagens com retroacção de relevância". 2005.
  99. Jorge, P.M.; Abrantes, A.J.; Marques, J.S.. "Tracking with Bayesian networks: Extension to arbitrary topologies". 2005.
    10.1109/ICIP.2005.1530077
  100. Sanches, J.M.; Marques, J.S.. "A fast MAP algorithm using high order Gibbs priors". 2005.
    10.1109/ICASSP.2005.1416043
  101. Silveira, M.; Marques, J.S.. "Multiple active contour models based on the em algorithm". 2005.
    10.1109/ICIP.2005.1529743
  102. Sanches, J.; Bioucas-Dias, J.M.; Marques, J.S.. "Minimum total variation in 3D ultrasound reconstruction". 2005.
    10.1109/ICIP.2005.1530462
  103. 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
  104. Silva, J.G.; Marques, J.S.; Lemos, J.M.. "Non-linear dimension reduction with tangent bundle approximation". 2005.
    10.1109/ICASSP.2005.1415951
  105. Silva, J.G.; Marques, J.S.; Lemos, J.M.. "Selecting landmark points for sparse manifold learning". 2005.
  106. Marques, J.S.. "Lecture Notes in Computer Science: Preface". 2005.
  107. Jorge, P.M.; Marques, J.S.; Abrantes, A.J.. "Estimation of the bayesian network architecture for object tracking in video sequences". 2004.
    10.1109/ICPR.2004.1334363
  108. Abrantes, A.J.; Marques, J.S.. "The mean shift algorithm and the unified framework". 2004.
    10.1109/ICPR.2004.1334069
  109. Sanches, J.M.; Marques, J.S.. "MAP signal reconstruction with non regular grids". Paper presented in International Conference Image Analysis and Recognition, 2004.
  110. Sanches, J.; Marques, J.S.; Pinto, F.; Ferreira, P.J.. "A 3D ultrasound system for medical diagnosis". Paper presented in Iberian Conference on Pattern Recognition and Image Analysis, 2004.
  111. Silva, J.G.; Marques, J.S.; Lemos, J.M.. "Motion tracking in manifolds with tangent bundle approximation". 2004.
    10.1016/S1474-6670(17)31401-5
  112. Marques, J.S.; Jorge, P.M.; Abrantes, A.J.; Lemos, J.M.. "Tracking Groups of Pedestrians in Video Sequences". 2003.
    10.1109/CVPRW.2003.10103
  113. Nascimento, J.; Marques, J.S.; Sanches, J.. "Estimation of cardiac phases in echographic images using multiple models". 2003.
  114. Sanches, J.M.; Marques, J.S.. "A MAP estimation algorithm using IIR recursive filters". Paper presented in Energy Minimization Methods in Computer Vision and Pattern Recognition, 2003.
  115. Silva, J.G.; Marques, J.S.; Lemos, J.M.. "A geometric approach to motion tracking in manifolds". 2003.
    10.1016/S1474-6670(17)34883-8
  116. Lemos, J.M.; Silva, R.N.; Marques, J.S.. "Adaptive control of the ball and beam plant in the presence of sensor measure outliers". 2002.
    10.1109/ACC.2002.1025381
  117. Abrantes, A.J.; Marques, J.S.; Lemos, J.M.. "Long term tracking using Bayesian networks". 2002.
  118. Sanches, J.; Marques, J.S.. "A MAP IIR filter for 3D ultrasound". 2002.
  119. Jesus, R.M.; Abrantes, A.J.; Marques, J.S.. "Tracking the human body using multiple predictors". Paper presented in International Conference on Articulated Motion and Deformable Objects, 2002.
  120. Sanches, J.M.; Marques, J.S.. "3D reconstruction from log-compressed Rayleigh images". 2001.
  121. Abrantes, A.J.; Marques, J.S.. "Shape tracking using centroid-based methods". Paper presented in International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, 2001.
    10.1007/3-540-44745-8_38
  122. Sanches, J.M.; Marques, J.S.. "A fast MAP algorithm for 3D ultrasound". Paper presented in International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition, 2001.
    10.1007/3-540-44745-8_5
  123. Nascimento, José M. P.; Marques, Jorge S.. "Estimation of 3D shapes using active surface models". 2000.
  124. Sanches, J.M.; Marques, J.S.. "Alignment-by-reconstruction for 3d ultrasound imaging". 2000.
  125. Marques, J.S.; Abrantes, A.J.. "A constrained clustering algorithm for shape analysis with multiple features". 2000.
  126. Lemos, J.M.; Rato, L.M.; Marques, J.S.. "Switching reconfigurable control based on hidden Markov models". Paper presented in ECC - European Control Conference, 1999.
  127. Nascimento, Jacinto C.; Abrantes, Arnaldo J.; Marques, Jorge S.. "Algorithm for centroid-based tracking of moving objects". 1999.
  128. Marques, Jorge S.; Lemos, Joao M.. "Tracking of moving objects with multiple models using Gaussian mixtures". 1999.
  129. Marques, Jorge S.; Lemos, Joao M.. "Shape tracking based on switched dynamical models". 1999.
  130. Marques, Jorge S.; Lemos, Joao M.; Abrantes, Arnaldo J.. "Estimation of random trajectories on manifolds: Application to object tracking". 1999.
  131. Marques, J.S.. "A probabilistic framework for the hough transform and least squares pose estimation". 1998.
  132. Marques, Jorge S.; Abrantes, Arnaldo J.. "Class of probabilistic shape models". 1997.
  133. Abrantes, Arnaldo J.; Marques, Jorge S.. "Probabilistic shape models: The role of the partition function". 1997.
  134. Fred, Ana L.N.; Marques, Jorge S.; Jorge, Pedro M.. "Hidden Markov models vs syntactic modeling in object recognition". 1997.
  135. Abrantes, Arnaldo J.; Marques, Jorge S.. "Exploiting the common structure of some edge linking algorithms: an experimental study". 1995.
  136. Abrantes, Arnaldo J.; Marques, Jorge S.. "Unified approach to snakes, elastic nets and Kohonen maps". 1995.
  137. Marques, J.S.. "Periodicity estimation in textured images using to ML approach". 1994.
    10.1109ICASSP.1994.389519
  138. Abrantes, A.J.; Marques, J.S.. "A common framework for snakes and Kohonen networks". 1993.
    10.1109/NNSP.1993.471863
  139. Marques, Jorge S.; Almeida, Luis B.. "A fast algorithm for generating sinusoids with polynomial phase". 1991.
  140. Marques, Jorge S.; Almeida, Luis B.; Tribolet, JoseM.. "Harmonic coding at 4.8 kb/s". 1990.
  141. Trancoso, I.; Ribeiro, C.; Almeida, L.; Oliveira, L.; Marques, J.. "CELP: A candidate for GSM half-rate coding". 1990.
  142. Marques, J.S.; Trancoso, I.M.; Tribolet, J.M.; Almeida, L.B.. "Improved pitch prediction with fractional delays in CELP coding". 1990.
  143. Trancoso, I.; Almeida, L.; Marques, J.; Rodrigues, J.. "High quality mid-rate speech coding". 1989.
  144. Marques, Jorge S.; Almeida, Luis B.. "New basis functions for sinusoidal decompositions". 1988.
  145. Trancoso, Isabel M.; Rodrigues, Joaquim S.; Almeida, Luis B.; Marques, Jorge S.; Serralheiro, Antonio; Santos, Diana; Tribolet, J.M.. "QUANTIZATION ISSUES IN HARMONIC CODERS.". 1988.
  146. Marques, Jorge S.; Almeida, Luis B.. "BACKGROUND FOR SINUSOID BASED REPRESENTATION OF VOICED SPEECH.". 1986.
Edited book
  1. Marques, Jorge S.. Pattern Recognition and Image Analysis, Part 1. Springer. 2005.
  2. Marques, Jorge S.. Pattern Recognition and Image Analysis, Part 2. Springer. 2005.
    Published
Journal article
  1. Mirko Rakovic; Nuno Ferreira Duarte; Jorge Marques; Aude Billard; Jose Santos-Victor. "The Gaze Dialogue Model: Nonverbal Communication in HHI and HRI". IEEE Transactions on Cybernetics (2022): https://doi.org/10.1109/TCYB.2022.3222077.
    10.1109/TCYB.2022.3222077
  2. 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
  3. Barata, C.; Celebi, M.E.; Marques, J.S.. "Explainable skin lesion diagnosis using taxonomies". Pattern Recognition 110 (2021): http://www.scopus.com/inward/record.url?eid=2-s2.0-85085040302&partnerID=MN8TOARS.
    10.1016/j.patcog.2020.107413
  4. Barata, C.; Nascimento, J.C.; Lemos, J.M.; Marques, J.S.. "Sparse motion fields for trajectory prediction". Pattern Recognition 110 (2021): http://www.scopus.com/inward/record.url?eid=2-s2.0-85090863551&partnerID=MN8TOARS.
    10.1016/j.patcog.2020.107631
  5. Marques, M.M.; Lobo, V.; Aguiar, A.P.; Silva, J.E.; de Sousa, J.B.; Nunes, M.F.; Ribeiro, R.A.; et al. "An unmanned aircraft system for maritime operations: The automatic detection subsystem". Marine Technology Society Journal 55 1 (2021): 38-49. http://www.scopus.com/inward/record.url?eid=2-s2.0-85102364238&partnerID=MN8TOARS.
    10.4031/MTSJ.55.1.4
  6. Francisco Pereira; Jorge S. Marques; Sandra Heleno; Pedro Pina. "Detection and Delineation of Sorted Stone Circles in Antarctica". Remote Sensing (2020): https://doi.org/10.3390/rs12010160.
    10.3390/rs12010160
  7. Catarina Barata; M. Emre Celebi; Jorge S. Marques. "A Survey of Feature Extraction in Dermoscopy Image Analysis of Skin Cancer". IEEE Journal of Biomedical and Health Informatics 23 3 (2019): 1096-1109. https://doi.org/10.1109/JBHI.2018.2845939.
    10.1109/JBHI.2018.2845939
  8. 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 (2018):
  9. Marques, M.M.; Lobo, V.; Batista, R.; Oliveira, J.; Aguiar, A.P.; Silva, J.E.; de Sousa, J.B.; et al. "An unmanned aircraft system for maritime operations: The sense and avoid subsystem with software-in-the-loop evaluation". International Journal of Advanced Robotic Systems 15 4 (2018): http://www.scopus.com/inward/record.url?eid=2-s2.0-85052562269&partnerID=MN8TOARS.
    10.1177/1729881418786338
  10. 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
  11. Ruela, M.; Barata, C.; Marques, J.S.; Rozeira, J.. "A system for the detection of melanomas in dermoscopy images using shape and symmetry features". Computer Methods in Biomechanics and Biomedical Engineering: Imaging and Visualization 5 2 (2017): 127-137. http://www.scopus.com/inward/record.url?eid=2-s2.0-85015332082&partnerID=MN8TOARS.
    10.1080/21681163.2015.1029080
  12. Barata, C.; Emre Celebi, M.; Marques, J.S.. "Development of a clinically oriented system for melanoma diagnosis". Pattern Recognition 69 (2017): 270-285. http://www.scopus.com/inward/record.url?eid=2-s2.0-85019579520&partnerID=MN8TOARS.
    10.1016/j.patcog.2017.04.023
  13. 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 (2016): 1-12. http://www.scopus.com/inward/record.url?eid=2-s2.0-84968649830&partnerID=MN8TOARS.
    10.1007/s00521-016-2337-1
  14. Barata, C.; Celebi, M.E.; Marques, J.S.; Rozeira, J.. "Clinically inspired analysis of dermoscopy images using a generative model". Computer Vision and Image Understanding 151 (2016): 124-137. http://www.scopus.com/inward/record.url?eid=2-s2.0-84991070865&partnerID=MN8TOARS.
    10.1016/j.cviu.2015.09.011
  15. 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
  16. 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
  17. Marques, J.S.; Pina, P.. "Crater Delineation by Dynamic Programming". IEEE Geoscience and Remote Sensing Letters 12 7 (2015): 1581-1585. http://www.scopus.com/inward/record.url?eid=2-s2.0-84933523232&partnerID=MN8TOARS.
    10.1109/LGRS.2015.2413753
  18. Barata, C.; Celebi, M.E.; Marques, J.S.. "Improving dermoscopy image classification using color constancy". IEEE Journal of Biomedical and Health Informatics 19 3 (2015): 1146-1152. http://www.scopus.com/inward/record.url?eid=2-s2.0-84929377641&partnerID=MN8TOARS.
    10.1109/JBHI.2014.2336473
  19. 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
  20. Barata, C.; Ruela, M.; Francisco, M.; Mendonca, T.; Marques, J.S.. "Two systems for the detection of melanomas in dermoscopy images using texture and color features". IEEE Systems Journal 8 3 (2014): 965-979. http://www.scopus.com/inward/record.url?eid=2-s2.0-84907599635&partnerID=MN8TOARS.
    10.1109/JSYST.2013.2271540
  21. 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
  22. Portelo, A.; Figueiredo, M.A.T.; Lemos, J.M.; Marques, J.S.. "Moving horizon estimation of pedestrian interactions using multiple velocity fields". Signal, Image and Video Processing 9 7 (2014): 1669-1677. http://www.scopus.com/inward/record.url?eid=2-s2.0-84940453910&partnerID=MN8TOARS.
    10.1007/s11760-014-0620-0
  23. 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
  24. 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
  25. Bandeira, L.; Marques, J.S.; Saraiva, J.; Pina, P.. "Advances in automated detection of sand dunes on Mars". Earth Surface Processes and Landforms 38 3 (2013): 275-283. http://www.scopus.com/inward/record.url?eid=2-s2.0-84874677559&partnerID=MN8TOARS.
    10.1002/esp.3323
  26. Lourenço, J.M.; Lemos, J.M.; Marques, J.S.. "Control of neuromuscular blockade with Gaussian process models". Biomedical Signal Processing and Control 8 3 (2013): 244-254. http://www.scopus.com/inward/record.url?eid=2-s2.0-84875698426&partnerID=MN8TOARS.
    10.1016/j.bspc.2012.10.007
  27. Morgado, P.; Silveira, M.; Marques, J.S.. "Diagnosis of Alzheimer's disease using 3D local binary patterns". Computer Methods in Biomechanics and Biomedical Engineering: Imaging and Visualization 1 1 (2013): 2-12. http://www.scopus.com/inward/record.url?eid=2-s2.0-84981363505&partnerID=MN8TOARS.
    10.1080/21681163.2013.764609
  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. Barata, C.; Marques, J.S.; Rozeira, J.. "A system for the detection of pigment network in dermoscopy images using directional filters". IEEE Transactions on Biomedical Engineering 59 10 (2012): 2744-2754. http://www.scopus.com/inward/record.url?eid=2-s2.0-84866549932&partnerID=MN8TOARS.
    10.1109/TBME.2012.2209423
  30. Marques, J.S.; Barata, C.; Mendonça, T.. "On the role of texture and color in the classification 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 2012 (2012): 4402-4405. http://www.scopus.com/inward/record.url?eid=2-s2.0-84880951332&partnerID=MN8TOARS.
  31. Marques, J.S.; Barão, M.; Lemos, J.M.. "Alignment of velocity fields for video surveillance". Pattern Recognition Letters 33 12 (2012): 1632-1637. http://www.scopus.com/inward/record.url?eid=2-s2.0-84862335383&partnerID=MN8TOARS.
    10.1016/j.patrec.2012.05.005
  32. Bandeira, L.; Marques, J.S.; Saraiva, J.; Pina, P.. "Automated detection of Martian dune fields". IEEE Geoscience and Remote Sensing Letters 8 4 (2011): 626-630. http://www.scopus.com/inward/record.url?eid=2-s2.0-79959710722&partnerID=MN8TOARS.
    10.1109/LGRS.2010.2098390
  33. Barata, C.; Marques, J.S.; Rozeira, J.. "Detecting the pigment network in dermoscopy images: a directional approach.". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference 2011 (2011): 5120-5123. http://www.scopus.com/inward/record.url?eid=2-s2.0-84862283449&partnerID=MN8TOARS.
  34. NASCIMENTO, JC. "Trajectory Classification Using Switched Dynamical Hidden Markov Models". Ieee Transactions on Image Processing 19 5 (2010): 1338-1348.
    10.1109/TIP.2009.2039664
  35. 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.
  36. Martins, R.; Pina, P.; Marques, J.S.; Silveira, M.. "Crater detection by a boosting approach". IEEE Geoscience and Remote Sensing Letters 6 1 (2009): 127-131. http://www.scopus.com/inward/record.url?eid=2-s2.0-58149488744&partnerID=MN8TOARS.
    10.1109/LGRS.2008.2006004
  37. Nascimento, J.; Figueiredo, M.; Marques, J.. "Independent increment processes for human motion recognition". Computer Vision and Image Understanding 109 2 (2008): 126-138. http://www.scopus.com/inward/record.url?eid=2-s2.0-37849051578&partnerID=MN8TOARS.
    10.1016/j.cviu.2007.02.002
  38. Sanches, J.M.; Nascimento, J.C.; Marques, J.S.. "Medical image noise reduction using the Sylvester-Lyapunov equation". IEEE Transactions on Image Processing 17 9 (2008): 1522-1539. http://www.scopus.com/inward/record.url?eid=2-s2.0-50849115225&partnerID=MN8TOARS.
    10.1109/TIP.2008.2001398
  39. Nascimento, J.C.; Marques, J.S.. "Robust shape tracking with multiple models in ultrasound images". IEEE Transactions on Image Processing 17 3 (2008): 392-406. http://www.scopus.com/inward/record.url?eid=2-s2.0-40749153509&partnerID=MN8TOARS.
    10.1109/TIP.2007.915552
  40. 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.
  41. Mendonca, T.; Marcal, A.R.; Vieira, A.; Nascimento, J.C.; Silveira, M.; Marques, J.S.; Rozeira, J.; et al. "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 3 1 (2007): 6573-6576. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903854820&partnerID=MN8TOARS.
    10.1109/JSTSP.2008.2011119
  42. 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.
  43. Nascimento, J.C.; Marques, J.S.. "Performance evaluation of object detection algorithms for video surveillance". IEEE Transactions on Multimedia 8 4 (2006): 761-773. http://www.scopus.com/inward/record.url?eid=2-s2.0-33746649575&partnerID=MN8TOARS.
    10.1109/TMM.2006.876287
  44. Silveira, M.; Marques, J.. "Automatic segmentation of the lungs using multiple active contours and outlier model.". Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference (2006): 3122-3125. http://www.scopus.com/inward/record.url?eid=2-s2.0-84903877552&partnerID=MN8TOARS.
  45. 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.
  46. Nascimento, J.C.; Marques, J.S.. "Erratum: "Adaptive snakes using the EM algorithm" (IEEE Transactions on Image Processing)". IEEE Transactions on Image Processing 15 3 (2006): http://www.scopus.com/inward/record.url?eid=2-s2.0-32944468863&partnerID=MN8TOARS.
    10.1109/TIP.2006.870871
  47. Nascimento, J.C.; Marques, J.S.. "Adaptive snakes using the EM algorithm". IEEE Transactions on Image Processing 14 11 (2005): 1678-1686. http://www.scopus.com/inward/record.url?eid=2-s2.0-27844603321&partnerID=MN8TOARS.
    10.1109/TIP.2005.857252
  48. Celeux, G.; Nascimento, J.; Marques, J.. "Learning switching dynamic models for objects tracking". Pattern Recognition 37 9 (2004): 1841-1853. http://www.scopus.com/inward/record.url?eid=2-s2.0-3042641311&partnerID=MN8TOARS.
    10.1016/j.patcog.2004.01.020
  49. Nascimento, J.C.; Marques, J.S.. "Robust shape tracking in the presence of cluttered background". IEEE Transactions on Multimedia 6 6 (2004): 852-861. http://www.scopus.com/inward/record.url?eid=2-s2.0-10044284086&partnerID=MN8TOARS.
    10.1109/TMM.2004.837253
  50. Sanches, J.M.; Marques, J.S.. "Compensation of log-compressed images for 3-D ultrasound". Ultrasound in Medicine and Biology 29 2 (2003): 239-253. http://www.scopus.com/inward/record.url?eid=2-s2.0-0037298591&partnerID=MN8TOARS.
    10.1016/S0301-5629(02)00710-X
  51. 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
  52. 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
  53. Sanches, J.M.; Marques, J.S.. "Joint image registration and volume reconstruction for 3D ultrasound". Pattern Recognition Letters 24 4-5 (2003): 791-800. http://www.scopus.com/inward/record.url?eid=2-s2.0-0037290176&partnerID=MN8TOARS.
    10.1016/S0167-8655(02)00182-4
  54. 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
  55. Sanches, J.M.; Marques, J.S.. "A multiscale algorithm for three-dimensional free-hand ultrasound". Ultrasound in Medicine and Biology 28 8 (2002): 1029-1040. http://www.scopus.com/inward/record.url?eid=2-s2.0-0036706627&partnerID=MN8TOARS.
    10.1016/S0301-5629(02)00548-3
  56. Marques, J.S.; Lemos, J.M.; Abrantes, A.J.. "A HMM approach to the estimation of random trajectories on manifolds". Signal Processing 82 9 (2002): 1205-1214. http://www.scopus.com/inward/record.url?eid=2-s2.0-0036768448&partnerID=MN8TOARS.
    10.1016/S0165-1684(02)00242-6
  57. Marques, J.S.; Lemos, J.M.. "Optimal and suboptimal shape tracking based on multiple switched dynamic models". Image and Vision Computing 19 8 (2001): 539-550. http://www.scopus.com/inward/record.url?eid=2-s2.0-0035333652&partnerID=MN8TOARS.
    10.1016/S0262-8856(00)00099-8
  58. Marques, J.S.; Jorge, P.M.. "Visual inspection of a combustion process in a thermoelectric plant". Signal Processing 80 8 (2000): 1577-1589. http://www.scopus.com/inward/record.url?eid=2-s2.0-0034249204&partnerID=MN8TOARS.
    10.1016/S0165-1684(00)00057-8
  59. Sanches, J.M.; Marques, J.S.. "A Rayleigh reconstruction/interpolation algorithm for 3D ultrasound". Pattern Recognition Letters 21 10 (2000): 917-926. http://www.scopus.com/inward/record.url?eid=2-s2.0-0034259067&partnerID=MN8TOARS.
  60. Marques, J.S.. "A fuzzy algorithm for curve and surface alignment". Pattern Recognition Letters 19 9 (1998): 797-803. http://www.scopus.com/inward/record.url?eid=2-s2.0-0032108165&partnerID=MN8TOARS.
  61. Marques, J.S.. "A link between image-based and feature-based active contours". Signal Processing 67 3 (1998): 271-278. http://www.scopus.com/inward/record.url?eid=2-s2.0-0032092192&partnerID=MN8TOARS.
  62. Marques, J.S.; Abrantes, A.J.. "Shape alignment - Optimal initial point and pose estimation". Pattern Recognition Letters 18 1 (1997): 49-53. http://www.scopus.com/inward/record.url?eid=2-s2.0-0030644854&partnerID=MN8TOARS.
  63. Abrantes, A.J.; Marques, J.S.. "A class of constrained clustering algorithms for object boundary extraction". IEEE Transactions on Image Processing 5 11 (1996): 1507-1521. http://www.scopus.com/inward/record.url?eid=2-s2.0-0030284907&partnerID=MN8TOARS.
    10.1109/83.541421
  64. Marques, J.S.; Abrantes, A.J.. "Hybrid harmonic coding of speech at low bit-rates". Speech Communication 14 3 (1994): 231-247. http://www.scopus.com/inward/record.url?eid=2-s2.0-0028445718&partnerID=MN8TOARS.
    10.1016/0167-6393(94)90064-7
  65. Nunes, Jorge F.; Marques, Jorge S.. "Comparison of two low bit rate image coders". European transactions on telecommunications and related technologies 3 6 (1992): 599-603. http://www.scopus.com/inward/record.url?eid=2-s2.0-0026946811&partnerID=MN8TOARS.
    10.1002/ett.4460030613
  66. Trancoso, I.M.; Marques, J.S.; Ribeiro, C.M.. "CELP and sinusoidal coders: Two solutions for speech coding at 4.8-9.6 kbps". Speech Communication 9 5-6 (1990): 389-400. http://www.scopus.com/inward/record.url?eid=2-s2.0-0025566492&partnerID=MN8TOARS.
    10.1016/0167-6393(90)90016-3
  67. Marques, J.S.; Almeida, L.B.. "Frequency-Varying Sinusoidal Modeling Of Speech". IEEE Transactions on Acoustics, Speech, and Signal Processing 37 5 (1989): 763-765. http://www.scopus.com/inward/record.url?eid=2-s2.0-0024665683&partnerID=MN8TOARS.
    10.1109/29.17571
  68. Trancoso, I.M.; Almeida, L.B.; Rodrigues, J.S.; Marques, J.S.; Tribolet, JosM.. "Harmonic coding - state of the art and future trends". Speech Communication 7 2 (1988): 239-245. http://www.scopus.com/inward/record.url?eid=2-s2.0-0024050849&partnerID=MN8TOARS.
    10.1016/0167-6393(88)90043-X
Newspaper article
  1. Lemos, J.M.; Girão, J; Marques, J.S.. "The Fokker-Planck equation in estimation and control", IFAC-PapersOnline, 2019
Activities

Supervision

Thesis Title
Role 		Degree Subject (Type)
Institution / Organization
2014 - 2017 Automatic Detection of Melanomas Using Dermoscopy Images
Supervisor of Ana Catarina Fidalgo Barata
 Engenharia Electrotécnica e de Computadores (PhD)
2013 - 2017 Segmentation of the Left Ventricle in Cardiac Magnetic Resonance
Co-supervisor of Carlos Jorge Andrade Mariz Santiago
 Engenharia Electrotécnica e de Computadores (PhD)
2007 - 2011 Pattern Recognition Applied to the Study of Geomorphological Features in Planetary Images
Co-supervisor of Lourenço da Penha e Costa Bandeira
 Georrecursos (PhD)
2003 - 2007 Seguimento de Pessoas e Grupos em Sinais de Vídeo com Redes Bayesianas
Supervisor of Pedro Miguel Torres Mendes Jorge
 Engenharia Electrotécnica e de Computadores (PhD)
2003 - 2007 Motion Tracking on Manifolds
Supervisor of Jorge Manuel Gomes da Silva
 Engenharia Electrotécnica e de Computadores (PhD)
1999 - 2003 Robust Shape Estimation and Tracking in the Presence of Clutter
Supervisor of Jacinto Carlos Marques Peixoto do Nascimento
 Engenharia Electrotécnica e de Computadores (PhD)
1999 - 2003 Reconstrução 3d Bayesiana a Partir de Sequências Ecográficas
Supervisor of João Miguel Raposo Sanches
 Engenharia Electrotécnica e de Computadores (PhD)
1994 - 1998 Extracção e Seguimento de Contornos de Objectos: uma Perspectiva Unificadora
Supervisor of Arnaldo Joaquim de Castro Abrantes
 Curso Engenharia Electrotécnica e de Computadores (PhD)