Jacinto C. Nascimento
Name: Jacinto Carlos Marques Peixoto do Nascimento.
Degrees
PosDoc (2003 - ) (from Instituto de Sistemas e Robótica)
P.h.D. in Electrical and computer Engineering (2003)
(from the Instituto Superior Técnico/ Technical University of Lisbon)
M.Sc. in Electrical and Computer Engineering (1998)
(from the Instituto Superior Técnico/ Technical University of Lisbon)
Data Association
Contour model tracking
Deformable models
Markov random fields
Image segmentation
Surveillance Systems
Particle filtering
Pattern Recognition
Unsupervised learning.
Mixture models
Model selection
Book Chapter
Journal papers
M. Taiana, J. Santos, J. Gaspar, J. C. Nascimento, A. Bernardino, and P. Lima. "Color 3D model-based tracking with arbitrary projection models", Special Issue on Omnidirectional Robot Vision - Robotics and Autonomous Systems (RAS) Journal, vol. 58, no. 6, pp. 784-795, Jun., 2010.
J. C. Nascimento, M. A. T. Figueiredo, J. S. Marques. "Trajectory Classification using Switched Dynamical hidden Markov Models". IEEE Trans. on Image Processing, vol. 19, no. 5, pp.1338-1348, 2010.
M.
Silveira, J. C. Nascimento, J. Marques, A. R. S. Marcal, T.
Mendonça, Syogo~Yamauchi, Junji Maeda, J. Rozeira . "Comparison of
Segmentation Methods for Melanoma Diagnosis in Dermoscopy Images",
IEEE
Journal of Selected Topics in Signal Processing, Feb. 2009.
J. M. Sanches, J. C. Nascimento, J. S. Marques, "Multiplicative noise reduction for medical imaging using the Sylvester-Lyapunov equation". IEEE Transactions on Image Processing, vol. 17, no. 9, pp. 1522-1539, Sep 2008.
J. C. Nascimento, J. S. Marques. "Robust Shape Tracking with Multiple Models in Ultrasound Images", IEEE Transactions on Image Processing, vol. 17, no. 3, pp. 392-406, March 2008.
Watch the movies: Patient1 Patient2 Patient3 Patient4 Patient5 Patient6 Patient7 Patient_missing_data
J. C. Nascimento, M. A. T. Figueiredo, J. S. Marques, "Independent increment processes for human motion recognition". Int. journal of Computer Vision and Image Understanding, pp. 126-138, vol. 109, no. 2, February 2008.
J. C. Nascimento, J. S. Marques. "Performance Evaluation of Object Detection Algorithms for video Surveillance", IEEE Transactions on Multimédia, vol. 8, no. 4, August, pp. 761-774, 2006.
Watch the movies: Round Rock, Round Beach Stones, Cabbage, Sea Stack at Sunset
Waterfall, Flower, Lips, Lips Potential, Square Shape Potential
Watch the movies: Bernhard, Katharina, (Observations), Hongfei, (Observations),
Maciel, FacialExpressions, (Observations), Sing, (Observations),
Speak, (Observations), Lorry.
Papers in international conference/book workshop proceedings
G. Carneiro, J. C. Nascimento and A. Freitas, "Semi-supervised self-training model for the segmenattion of the left ventricle of the heart from ultrasound data'', IEEE International Symposium on Biomedical Imaging, (ISBI'2011), 2011.
J. S. Marques, J. M. Lemos, M. A. T. Figueiredo, J. C. Nascimento and M. Barão, "Trajectory analysis using switched motion fields: a Parametric Approach'', Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA 2011), 2011.
J. C. Nascimento and J. G. Silva, "Manifold learning for object tracking with multiple motion dynamics", European Conf. on Computer Vision, K. Daniilidis, P. Maragos, N. Paragios (Eds.): ECCV 2010, Part III, LNCS 6313, pp. 172-185, Springer-Verlag Berlin Heidelberg, Creete, Grece, 2010.
G. Carneiro, and J. C. Nascimento, "Multiple dynamic models for tracking the left ventricle of the heart from ultrasound data using particle filters and deep learning architectures", IEEE Int. Conf. on Computer Vision Pattern Recognition (CVPR2010), pp. 2815-2822, San Francisco, U.S.A., 2010.
J. C. Nascimento and G. Carneiro, "Efficient search methods and Deep belief Networks with particle filtering for non-rigid tracking: Application to lip tracking'', Proc. of the IEEE Int. Conf. on Image Processing (ICIP 2010), pp. 3817-3820, Hong-Kong, China, 2010.
J. C. Nascimento, M. A. T. Figueiredo and J. S. Marques, "Classification of Complex Pedestrian Activities from Trajectories'', Proc. of the IEEE Int. Conf. on Image Processing (ICIP 2010), pp. 3481-3484, Hong-Kong, China, 2010.
J. C. Nascimento, M. A. T. Figueiredo and J. S. Marques, "Discriminative model selection for object motion recognition", Proc. of the IEEE Int. Conf. on Image Processing (ICIP 2010), pp. 3953-3956, Hong-Kong, China, 2010.
J. C. Nascimento and J. S. Marques. "Improving the Robustness of Gradient Vector Flow in Cluttered Images", Proc. of the IEEE Int. Conf. on Image Processing (ICIP 2010), pp. 657-660, Hong-Kong, China, 2010.
G. Carneiro and J. C. Nascimento, "The fusion of deep learning architectures and particle filtering applied to lip tracking'', IEEE Int. Conf. on Pattern Recognition (ICPR2010), pp. 2065-2068, Istanbul, Turkey, 2010.
J. C. Nascimento and J. S. Marques "Improved Gradient Vector Flow for robust shape estimation in medical imaging'', Proc. of the IEEE Engineering in Medicine and Biology (EMBC 2010)}, pp. 4809-4812, Buenos Aires, Argentina, 2010.
G. Carneiro and J. C. Nascimento and A. Freitas,"Robust left ventricle segmentation from ultrasound data using deep neural networks and efficient search methods", IEEE International Symposium on Biomedical Imaging, (ISBI'2010), pp. 1085-1088, Chicago, Illinois, U.S.A., 2010.
J. C. Nascimento, M. A. T. Figueiredo and J. S. Marques, "Trajectory analysis in natural images using mixtures of vector fields", IEEE Int. Conf. on Image Processing, (ICIP'2009), pp. 4353-4356, Cairo, Egypt, 2009.
J. C. Nascimento, M. A. T. Figueiredo and J. S. Marques, "Trajectory Modeling Using Mixtures of Vector Fields", 4th Iberian Conf. on Pattern Recognition and Image Analysis (IbPria'2009), pp. 40-47, Springer-Verlag Berlin Heidelberg, 2009.
M. Taiana, J. Santos, J. Gaspar, J. Nascimento, A. Bernardino, and P. Lima, "Color 3D model-based tracking with arbitrary projection models", Workshop on Omnidirectional Robot Vision, (OmniRoboVis2008) in conjunction with International Conferenceon Simulation, Modeling, and Programming for Autonomous Robots (SIMPAR 2008), 2008.
M. Taiana, J. Nascimento, J. Gaspar, A. Bernardino, "Sample-Based 3D Tracking of Colored Objects: A Flexible Architecture", Proc. of the British Machine Vision Conference - BMVC'08, vol. 2, pp. 825-834, University of Leeds, Leeds, UK Sep. 2008.
J. Nascimento, J. Sanches. "Total Variation with automatic hyper-parameter estimation", 30th Int. Conf. of the IEEE Engineering in Medicine and Biology, (EMBC 2008).
J. Nascimento, J. Sanches, "Ultrasound Imaging LV tracking with adaptive window size and automatic hyper-parameter estimation", Int. Conf. on Image Processing, (ICIP 2008), pp. 553-556, San Diego, California, U.S.A.
M. Silveira, J. Nascimento, J. S. Marques, "Level Set Segmentation with Outlier Rejection", Int. Conf. on Image Processing, (ICIP 2008), pp. 761-764, San Diego, California, U.S.A
J. Nascimento, M. A. T. Figueiredo, J. S. Marques, "Unsupervised learning of motion patterns using generative models", Int. Conf. on Image Processing, (ICIP 2008), pp. 1085-1088, San Diego, California, U.S.A.
M. Taiana, J. Gaspar, J. Nascimento, A. Bernardino, P. Lima. "On the use of perspective catadioptric sensors for 3D model-based tracking with particle filters", Proc. of the IEEE Int. Conf. on Intelligent Robots and Systems - IROS'07, San Diego, CA, USA, Oct 29 - 2 Nov, 2007.
M. Silveira, J. Nascimento, J. S. Marques. "Automatic segmentation of lungs using robust level sets", IEEE Engineering in Medicine and Biology Society Annual Int. Conf., EMBS 2007 Lyon, France, Aug., 2007.
J. Nascimento, M. A. T. Figueiredo, J. S. Marques. "Semi-supervised Learning of Switched Dynamical Models for Classification of Human Activities in Surveillance Applications", Int. Conf. on Image Processing, vol. 3, pp. 197-200, ICIP 2007), San Antonio, Texas, USA, Sep., 2007.
T. Mendonça, A. Marcal, A. Vieira, J. Nascimento, M. Silveira, J. Marques, J. Rozeira. "Comparison of Segmentation Methods for Automatic Diagnosis of Dermoscopy Images", IEEE Engineering in Medicine and Biology Society Annual Int. Conf., EMBS 2007, Lyon, France, Aug., 2007.
J. Sanches, J. Nascimento, J. Marques. "An Unified Framework for Bayesian Denoising for Several Medical and Biological Imaging modalities", IEEE Engineering in Medicine and Biology Society Annual Int. Conf., EMBS 2007 Lyon, France, Aug., 2007.
M. Taiana, J. Gaspar, J. Nascimento, A. Bernardino, P. Lima. "3D Tracking by Catadioptric Vision Based on Particle Filters", 11th Proc. of the RoboCup International Symposium, Atlanta, USA, 2007.
J. Nascimento, J. M. Sanches, J. S. Marques. "Tracking the Left Ventricle in Ultrasound Images based on Total Variation denoising", 3rd Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2007, Girona, Spain, Jun., 2007.
J. Nascimento, M. A. T. Figueiredo, J. S. Marques. "On-line Classification of Human Activities", 3rd Iberian Conference on Pattern Recognition and Image Analysis, IbPRIA 2007, Girona, Spain, Jun., 2007.
J. C. Nascimento, J. M. Sanches, J. S. Marques. "A Method for the Dynamic Analysis of the Heart Using a Lyapounov Based Denoising Algorithm". 28th Annual International Conf. of the IEEE Engineering in Medicine and Biology Society (EMBS), New York, USA, Aug., 2006.
D. Hall, J. C. Nascimento, P. Ribeiro, E. Andrade, P. Moreno, S. Pesnel, T. List, R. Emonet, B. Fisher, J. Santos-Victor, J. Crowley, "Comparison of target detection algorithms using adaptive background models". In Proc. 2nd Joint IEEE Int. Workshop of the ICCV 2005 on Visual Surveillance and Performance Evaluation of Tracking and Surveillance (VS-PETS), pp 113-120, Beijing, China, Oct. 2005.
J. C. Nascimento, M. A. T. Figueiredo, J. S. Marques. "Segmentation and classification of human activities". In British Machine Vision Conf., Int. Workshop on Human Activity Recognition and Modelling - HAREM 2005}, pp. 79-86, Oxford, UK, Sep. 2005.
J. C. Nascimento, M. A. T. Figueiredo, J. S. Marques. "Recognition of human activities using space dependent switched dynamical systems". In IEEE Int. Conf. on Image Processing, ICIP'2005, Genoa, Italy, 2005.
J. C. Nascimento, M. A. T. Figueiredo, J. S. Marques. "Motion segmentation for activity surveillance". In 1st ISR Workshop on Systems, Decision and Control Robotic Monitoring and Surveillance, Lisbon, June 2005.
J. C. Nascimento, J. S. Marques. "Novel metrics for performance evaluation of object detection algorithms". In 1st ISR Workshop on Systems, Decision and Control Robotic Monitoring and Surveillance, Lisbon, June 2005.
J. C. Nascimento, J. S. Marques. "New Performance Evaluation Metrics for Object Detection Algorithms". In PETS ECCV, 6th International Workshop on Performance Evaluation for Tracking and Surveillance, pp. 7-14, Prague, Czech Republic, May 2004.
J. C. Nascimento, J. S. Marques, J. Sanches. "Estimation of Cardiac Phases in Echographic Images Using Multiple Models". In IEEE Int. Conf. on Image Processing, Barcelona, September 2003.
J. C. Nascimento, A. J. Abrantes, J. S. Marques. "The role of middle level features for robust shape tracking". In Proc. of 12th Portuguese Conference on Pattern Recognition - RECPAD'02, Aveiro, june 2002.
J. C. Nascimento, J.S. Marques. "An Adaptive Potential for Robust Shape Estimation". In Int. Conf. British Machine Vision Conference, vol 1, pp. 343-352, Manchester, September 2001.
J. C. Nascimento, J. S. Marques. "Improving the Robustness of Parametric Shape Tracking with Switched Multiple Models". In Int. Conf. on Enterprise Information Systems - Workshop on Pattern Recognition in Information Systems - WPRIS, A. Fred, A. Jain, eds., Setúbal, pp. 50-58, July 2001.
J. C. Nascimento, J. S. Marques. "Robust Shape Tracking in the Presence of Cluttered Background". In Proc. IEEE Int. Conf. on Image Processing, vol 3, pp. 82-85, Vancouver, September 2000.
J. C. Nascimento, A. J. Abrantes, J. S. Marques. "An algorithm for Centroid-Based Tracking of Moving Objects". In Proc. IEEE Int. Conf. on Acoustics, Speech and Signal Processing, vol. 6, pp. 3305-3308, Phoenix, March 1999.
Other publications
IbPRIA'2007 3rd Iberian Conference of Pattern Recognition nd Image Analysis, Girona, Spain
Reviewer for journals:
- EURASIP Journal on Image and Video Processing: 2007
- Computer Vision and Image Understanding: 2011, 2008.
- IEEE Trans. on Systems, Man. and Cybernetics - Part B: 2008.
- IEEE Trans. on Circuits and Systems for Video Technology: 2008, 2007.
- EURASIP Journal on Image and Video Processing: 2007.
- Signal Processing: 2009, 2007
- Image and Vision Computing: 2006.
- IEEE Trans. Image Processing: 2010, 2009, 2008, 2007, 2006.
- Pattern Recognition Letters: 2010, 2007, 2004, 2003.
- IEEE Trans. Multimedia: 2005
- Iranian Journal of Electrical and Computer Engineering - IJECE
Recent conference reviewing and program committees
- IIEEE nt. Conf. on Image Processing - ICIP: 2011, 2010, 2009, 2008.
- IEEE Int. Conf. on Pattern Recognition - ICPR: 2010.
- European Conf. Signal Processing - EUSIPCO: 2011.
- IEEE Int. Conf. on Advanced Video and Signal based Surveilance - AVSS: 2011.
- Int. Conf. on Image Analysis and Recognition - ICIAR: 2007.
- Iberoamerican Congress on Pattern Recognition - CIARP: 2007, 2006, 2005.
- Iberian Conf. on Pattern Recognition - IbPRIA: 2007, 2005.
- International IEEE Intelligent Transportation Systems Society
Conference Management System -
ITSC: 2010, 2009, 2006.
- European Conference on Computer Vision -
ECCV: 2006.
- British Machine Vision Conference - BMVC: 2005, 2004.
Tel.: + 351 218418270
Fax.: + 351 218418291