Catarina Barata

Catarina Barata

Post-Doc Researchers

Position: Post-Doctoral Researcher

Computer and Robot Vision Lab (VisLab)

tp.aobsilu.ocincet@atarab.ogladif.c.ana

Phone :+351-218418270

Office: 6.14

This author has not yet filled in any details.

Current Projects

Acronym Name Funding Dates
SPARSIS Sparse Modeling and Estimation of Motion Fields FCT 2016-07|2019-12

Closed Projects

Acronym Name Funding Dates
ADDI Automatic Computer-based Diagnosis System for Dermoscopy Images FCT 2010-01|2013-09

Journal Papers

[1] Catarina Barata, Emre M. Celebi, Jorge Salvador Marques, A Survey of Feature Extraction in Dermoscopy Image Analysis of Skin Cancer, IEEE Journal of Biomedical and Health Informatics (JBHI), 2018
[2] Jorge Salvador Marques, Catarina Barata, João Sanches, Patrícia Figueiredo, J. Miranda Lemos, Artificial Intelligence in Radiology: From Image Processing to Diagnosis, Acta Radiológica Portuguesa, Vol. 30, No 2, pp 5-8, 2018 - PDF
[3] Catarina Barata, M. E. Celebi, Jorge Salvador Marques, Development of Clinically Oriented System for Melanoma Diagnosis, Pattern Recognition, Vol. 69, pp. 270-285, September, 2017
[4] M. Ruela, Catarina Barata, Jorge Salvador Marques, J. Rozeira, A System for the Detection of Melanomas in Dermoscopy Images using Shape and Symmetry Features, Computer Methods In Biomechanics And Biomedical Engineering: Imaging & Visualization, Vol. 5, Issue 2, pp. 127-137, May, 2017
[5] Catarina Barata, M. E. Celebi, Jorge Salvador Marques, J. Rozeira, Clinically Inspired Analysis of Dermoscopy Images using a Generative Model, Computer Vision and Image Understanding (CVIU), Vol. 151, Issue C, pp. 124–137, October, 2016
[6] Catarina Barata, M. Celebi, Jorge Salvador Marques, Improving Dermoscopy Image Classification Using Color Constancy, IEEE Journal of Biomedical and Health Informatics, Vol. 19, Issue 3, pp. 1146 - 1152, May, 2015
[7] Catarina Barata, M. Ruela, M. Francisco, T. Mendonca, Jorge Salvador Marques, Two Systems for the Detection of Melanomas in Dermoscopy Images using Texture and Color Features, IEEE Systems Journal, Vol. 8, Issue 3, July 2013, pp. 965 - 979 , 2013 - PDF
[8] Catarina Barata, Jorge Salvador Marques, J. Rozeira, A System for the Detection of Pigment Network in Dermoscopy Images Using Directional Filters, IEEE Transactions on Biomedical Engineering, vol. 59, 2744 - 2754, 2012

Book Chapters

[9] T. Mendonca, P. M. Ferreira, A. R. Marcal, Catarina Barata, Jorge Salvador Marques, J. Rocha, J. Rozeira, PH2 – A Public Database for the Analysis of Dermocopic Images, in Dermoscopy Image Analysis, M. Celebi, T. Mendonca & Jorge S. Marques (Eds.), CRC Press, 2015
[10] Catarina Barata, M. Celebi, Jorge Salvador Marques, Towards a Robust Analysis of Dermoscopy Images Acquired under Different Conditions, in Dermoscopy Image Analysis, M. Celebi, T. Mendonca & Jorge S. Marques (Eds.), CRC Press, 2015
[11] Catarina Barata, M. Ruela, T. Mendonca, Jorge Salvador Marques, A Bag of Features approach for the classification of melanomas in dermoscopy images: The role of color and texture descriptors, Computer Vision Techniques for the Diagnosis of Skin Cancer, Springer, chapter 3, 49-70, 2014 - PDF

Conference Papers

[12] Catarina Barata, Jacinto Nascimento, Jorge Salvador Marques, Multiple Agents Representation Using Motion Fields, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Brighton, UK, 2019 - PDF
[13] Catarina Barata, Jorge Salvador Marques, Deep Learning for Skin Cancer Diagnosis with Hierarchical Architectures, IEEE International Symposium on Biomedical Imaging (ISBI). Venice, Italy, 2019 - PDF
[14] Catarina Barata, J. M. Lemos, Jorge Salvador Marques, Estimation of Space-Varying Covariance Matrices, Proc. of IEEE International Conference on Image Processing (ICIP). Athens, Greece, 2018
[15] A. Portelo, Jorge Salvador Marques, Catarina Barata, J. M. Lemos, Distributed estimation of vector fields, Advanced Concepts for Intelligent Vision Systems (ACIVS), Poitiers, France, 2018
[16] Catarina Barata, Jacinto Nascimento, Jorge Salvador Marques, Improving a Switched Vector Field Model for Pedestrian Motion Analysis, Concepts for Intelligent Vision Systems (ACIVS). Poitiers, France, 2018
[17] Catarina Barata, Jacinto Nascimento, Jorge Salvador Marques, A Sparse Approach to Pedestrian Trajectory Modeling using Multiple Motion Fields, Proc. of ICIP 2017 - IEEE International Conference on Image Processing, Beijing, China, 2017
[18] Catarina Barata, M. A. T. Figueiredo, M. E. Celebi, Jorge Salvador Marques, Local Features Applied to Dermoscopy Images: Bag-of-Features versus Sparse Coding, Proc. of IbPRIA 2017 - 8th Iberian Conference on Pattern Recognition and Image Analysis Faro, Portugal, 2017
[19] Catarina Barata, M. E. Celebi, Jorge Salvador Marques, A System for the Analysis of Dermoscopy Images Using Weak Annotations, Proc. of RecPad 2016 - 22nd edition of the Portuguese Conference on Pattern Recognition, Aveiro, Portugal, 2016 - PDF
[20] Catarina Barata, M. E. Celebi, Jorge Salvador Marques, A Clinically Oriented System for Melanoma Diagnosis Using a Color Representation, Proc. of EMBC 2015 - 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Milano, Italy, 2015
[21] Catarina Barata, M. Celebi, Jorge Salvador Marques, Melanoma detection algorithm based on feature fusion, Proc. of EMBC 2015 - 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Milano, Italy, 2015
[22] Catarina Barata, M. Celebi, Jorge Salvador Marques, Improving Dermoscopy Image Analysis Using Color Constancy, Proc. of ICIP 2014 - IEEE International Conference on Image Processing, Paris, France, 2014 - PDF
[23] Catarina Barata, M. Figueiredo, M. Celebi, Jorge Salvador Marques, Color Identification in Dermoscopy Images using Gaussian Mixture Models, Proc. of ICASSP 2014 - IEEE International Conference on Acoustics, Speech and Signal Processing, Florence, Italy, 2014 - PDF
[24] M. Ruela, Catarina Barata, T. Mendonca, Jorge Salvador Marques, On the role of shape in the detection of melanomas, Proc. of ISPA 2013 - IEEE International Symposium on Image and Signal Processing and Analysis, Trieste, Italy, 2013 - PDF
[25] Ana Ruela, M. Ruela, Catarina Barata, T. Mendonca, Jorge Salvador Marques, What is the Role of Color in Dermoscopy Analysis?, Proc. of IbPRIA 2013 - 6th Iberian Conference on Pattern Recognition and Image Analysis, Madeira, Portugal, pp. 819-826, 2013
[26] Catarina Barata, Jorge Salvador Marques, T. Mendonca, Bag-of-Features Classification Model for the Diagnose of Melanoma in Dermoscopy Images using Color and Texture Descriptors, Proc. of ICIAR 2013 - 11th International Conference on Image Analysis and Recognition, Povoa de Varzim, Portugal, pp. 547-555, 2013
[27] Catarina Barata, Jorge Salvador Marques, J. Rozeira, Evaluation of Color Based Keypoints and Features for the Classification of Melanomas Using the Bag-of-Features Model, Proc. of ISVC 2013 - 9th International Symposium on Visual Computing, Crete, Greece, pp. 40-49, 2013
[28] M. Ruela, Catarina Barata, Jorge Salvador Marques, What is the Role of Color Symmetry in the Detection of Melanomas?, Proc. of ISVC 2013 - 9th International Symposium on Visual Computing, Crete, Greece, pp. 1-10, 2013
[29] Catarina Barata, Jorge Salvador Marques, M. E. Celebi, Towards an Automatic Bag-of-Features Model for the Classification of Dermoscopy Images: The Influence of Segmentation, Proc. of ISPA 2013 - 8th International Symposium on Image and Signal Processing and Analysis, Trieste, Italy, pp. 274-279, 2013
[30] Catarina Barata, Jorge Salvador Marques, J. Rozeira, The Role of Keypoint Sampling on the Classication of Melanomas in Dermoscopy Images Using Bag-of-Features, Proc. of IbPRIA 2013 - 6th Iberian Conference on Pattern Recognition and Image Analysis, Madeira, Portugal, pp. 715-723, 2013
[31] Jorge Salvador Marques, Catarina Barata, T. Mendonca, On the role of texture and color in the classification of dermoscopy images, Proc. of EMBC 2012 - 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, San Diego, CA, USA, pp. 44024405, 2012
[32] Catarina Barata, Jorge Salvador Marques, J. Rozeira, A system for the automatic detection of pigment network, Proc. of ISBI 2012 - IEEE International Symposium on Biomedical Imaging, Barcelona, Spain, pp. 16511654, 2012

PhD Theses

[33] Catarina Barata, Automatic Detection of Melanomas Using Dermoscopy Images, Ph.D. Thesis, Instituto Superior Tecnico, Universidade de Lisboa, April, 2017
[1] Catarina Barata, Emre M. Celebi, Jorge Salvador Marques, A Survey of Feature Extraction in Dermoscopy Image Analysis of Skin Cancer, IEEE Journal of Biomedical and Health Informatics (JBHI), 2018
[2] Jorge Salvador Marques, Catarina Barata, João Sanches, Patrícia Figueiredo, J. Miranda Lemos, Artificial Intelligence in Radiology: From Image Processing to Diagnosis, Acta Radiológica Portuguesa, Vol. 30, No 2, pp 5-8, 2018 - PDF
[3] Catarina Barata, M. E. Celebi, Jorge Salvador Marques, Development of Clinically Oriented System for Melanoma Diagnosis, Pattern Recognition, Vol. 69, pp. 270-285, September, 2017
[4] M. Ruela, Catarina Barata, Jorge Salvador Marques, J. Rozeira, A System for the Detection of Melanomas in Dermoscopy Images using Shape and Symmetry Features, Computer Methods In Biomechanics And Biomedical Engineering: Imaging & Visualization, Vol. 5, Issue 2, pp. 127-137, May, 2017
[5] Catarina Barata, M. E. Celebi, Jorge Salvador Marques, J. Rozeira, Clinically Inspired Analysis of Dermoscopy Images using a Generative Model, Computer Vision and Image Understanding (CVIU), Vol. 151, Issue C, pp. 124–137, October, 2016
[6] Catarina Barata, M. Celebi, Jorge Salvador Marques, Improving Dermoscopy Image Classification Using Color Constancy, IEEE Journal of Biomedical and Health Informatics, Vol. 19, Issue 3, pp. 1146 - 1152, May, 2015
[7] Catarina Barata, M. Ruela, M. Francisco, T. Mendonca, Jorge Salvador Marques, Two Systems for the Detection of Melanomas in Dermoscopy Images using Texture and Color Features, IEEE Systems Journal, Vol. 8, Issue 3, July 2013, pp. 965 - 979 , 2013 - PDF
[8] Catarina Barata, Jorge Salvador Marques, J. Rozeira, A System for the Detection of Pigment Network in Dermoscopy Images Using Directional Filters, IEEE Transactions on Biomedical Engineering, vol. 59, 2744 - 2754, 2012
[1] T. Mendonca, P. M. Ferreira, A. R. Marcal, Catarina Barata, Jorge Salvador Marques, J. Rocha, J. Rozeira, PH2 – A Public Database for the Analysis of Dermocopic Images, in Dermoscopy Image Analysis, M. Celebi, T. Mendonca & Jorge S. Marques (Eds.), CRC Press, 2015
[2] Catarina Barata, M. Celebi, Jorge Salvador Marques, Towards a Robust Analysis of Dermoscopy Images Acquired under Different Conditions, in Dermoscopy Image Analysis, M. Celebi, T. Mendonca & Jorge S. Marques (Eds.), CRC Press, 2015
[3] Catarina Barata, M. Ruela, T. Mendonca, Jorge Salvador Marques, A Bag of Features approach for the classification of melanomas in dermoscopy images: The role of color and texture descriptors, Computer Vision Techniques for the Diagnosis of Skin Cancer, Springer, chapter 3, 49-70, 2014 - PDF
[1] Catarina Barata, Jacinto Nascimento, Jorge Salvador Marques, Multiple Agents Representation Using Motion Fields, IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Brighton, UK, 2019 - PDF
[2] Catarina Barata, Jorge Salvador Marques, Deep Learning for Skin Cancer Diagnosis with Hierarchical Architectures, IEEE International Symposium on Biomedical Imaging (ISBI). Venice, Italy, 2019 - PDF
[3] Catarina Barata, J. M. Lemos, Jorge Salvador Marques, Estimation of Space-Varying Covariance Matrices, Proc. of IEEE International Conference on Image Processing (ICIP). Athens, Greece, 2018
[4] A. Portelo, Jorge Salvador Marques, Catarina Barata, J. M. Lemos, Distributed estimation of vector fields, Advanced Concepts for Intelligent Vision Systems (ACIVS), Poitiers, France, 2018
[5] Catarina Barata, Jacinto Nascimento, Jorge Salvador Marques, Improving a Switched Vector Field Model for Pedestrian Motion Analysis, Concepts for Intelligent Vision Systems (ACIVS). Poitiers, France, 2018
[6] Catarina Barata, Jacinto Nascimento, Jorge Salvador Marques, A Sparse Approach to Pedestrian Trajectory Modeling using Multiple Motion Fields, Proc. of ICIP 2017 - IEEE International Conference on Image Processing, Beijing, China, 2017
[7] Catarina Barata, M. A. T. Figueiredo, M. E. Celebi, Jorge Salvador Marques, Local Features Applied to Dermoscopy Images: Bag-of-Features versus Sparse Coding, Proc. of IbPRIA 2017 - 8th Iberian Conference on Pattern Recognition and Image Analysis Faro, Portugal, 2017
[8] Catarina Barata, M. E. Celebi, Jorge Salvador Marques, A System for the Analysis of Dermoscopy Images Using Weak Annotations, Proc. of RecPad 2016 - 22nd edition of the Portuguese Conference on Pattern Recognition, Aveiro, Portugal, 2016 - PDF
[9] Catarina Barata, M. E. Celebi, Jorge Salvador Marques, A Clinically Oriented System for Melanoma Diagnosis Using a Color Representation, Proc. of EMBC 2015 - 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Milano, Italy, 2015
[10] Catarina Barata, M. Celebi, Jorge Salvador Marques, Melanoma detection algorithm based on feature fusion, Proc. of EMBC 2015 - 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Milano, Italy, 2015
[11] Catarina Barata, M. Celebi, Jorge Salvador Marques, Improving Dermoscopy Image Analysis Using Color Constancy, Proc. of ICIP 2014 - IEEE International Conference on Image Processing, Paris, France, 2014 - PDF
[12] Catarina Barata, M. Figueiredo, M. Celebi, Jorge Salvador Marques, Color Identification in Dermoscopy Images using Gaussian Mixture Models, Proc. of ICASSP 2014 - IEEE International Conference on Acoustics, Speech and Signal Processing, Florence, Italy, 2014 - PDF
[13] M. Ruela, Catarina Barata, T. Mendonca, Jorge Salvador Marques, On the role of shape in the detection of melanomas, Proc. of ISPA 2013 - IEEE International Symposium on Image and Signal Processing and Analysis, Trieste, Italy, 2013 - PDF
[14] Ana Ruela, M. Ruela, Catarina Barata, T. Mendonca, Jorge Salvador Marques, What is the Role of Color in Dermoscopy Analysis?, Proc. of IbPRIA 2013 - 6th Iberian Conference on Pattern Recognition and Image Analysis, Madeira, Portugal, pp. 819-826, 2013
[15] Catarina Barata, Jorge Salvador Marques, T. Mendonca, Bag-of-Features Classification Model for the Diagnose of Melanoma in Dermoscopy Images using Color and Texture Descriptors, Proc. of ICIAR 2013 - 11th International Conference on Image Analysis and Recognition, Povoa de Varzim, Portugal, pp. 547-555, 2013
[16] Catarina Barata, Jorge Salvador Marques, J. Rozeira, Evaluation of Color Based Keypoints and Features for the Classification of Melanomas Using the Bag-of-Features Model, Proc. of ISVC 2013 - 9th International Symposium on Visual Computing, Crete, Greece, pp. 40-49, 2013
[17] M. Ruela, Catarina Barata, Jorge Salvador Marques, What is the Role of Color Symmetry in the Detection of Melanomas?, Proc. of ISVC 2013 - 9th International Symposium on Visual Computing, Crete, Greece, pp. 1-10, 2013
[18] Catarina Barata, Jorge Salvador Marques, M. E. Celebi, Towards an Automatic Bag-of-Features Model for the Classification of Dermoscopy Images: The Influence of Segmentation, Proc. of ISPA 2013 - 8th International Symposium on Image and Signal Processing and Analysis, Trieste, Italy, pp. 274-279, 2013
[19] Catarina Barata, Jorge Salvador Marques, J. Rozeira, The Role of Keypoint Sampling on the Classication of Melanomas in Dermoscopy Images Using Bag-of-Features, Proc. of IbPRIA 2013 - 6th Iberian Conference on Pattern Recognition and Image Analysis, Madeira, Portugal, pp. 715-723, 2013
[20] Jorge Salvador Marques, Catarina Barata, T. Mendonca, On the role of texture and color in the classification of dermoscopy images, Proc. of EMBC 2012 - 34th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, San Diego, CA, USA, pp. 44024405, 2012
[21] Catarina Barata, Jorge Salvador Marques, J. Rozeira, A system for the automatic detection of pigment network, Proc. of ISBI 2012 - IEEE International Symposium on Biomedical Imaging, Barcelona, Spain, pp. 16511654, 2012
[1] Catarina Barata, Automatic Detection of Melanomas Using Dermoscopy Images, Ph.D. Thesis, Instituto Superior Tecnico, Universidade de Lisboa, April, 2017

In the same group

Mihai Andries
João Avelino
Catarina Barata
Alexandre Bernardino
Clebeson Canuto
Heitor Cardoso
Nino Cauli
Bruno Damas
Atabak Dehban
Dimitris Dimou
Duarte Dornellas
Nuno Duarte
Luísa Fernandes
Rui Figueiredo
José Gaspar
Jorge Gonçalves
Lorenzo Jamone
Akhil John
Min Lee
Igor Lirussi
Xiangxiao Liu
Manuel Lopes
Plinio Moreno
Luka Lukić
Jorge Salvador Marques
João Martins
Cristina Melicio
Nuno Barroso Monteiro
Luis Montesano
Nuno Moutinho
Mehmet Mutlu
Athira Nambiar
Ricardo Nunes
Mirko Rakovic
Ricardo Ribeiro
David Ribeiro
Giampiero Salvi
José Santos-Victor
Giovanni Saponaro
Paul Schydlo
Manuel Serra
Hugo Simão
Sofija Spasojevic
Carlos Aleluia
Diogo Teixeira
Pedro Vicente