He is Mechatronic Engineering and MsC in Biomedical Engineer. Currently I am a Ph.D student in Computer Science in the Universidad Nacional de Colombia. There exist many different domains in which the study of complex movement is a crucial issue. I am very interested in the analysis of complex movements using a set of computational tools and mathematical models to provide a qualitative and quantitative description of the dynamics associated with a particular movement. Applications considered in my Ph.D thesis are diverse, from a gait markerless analysis to detect pathological movement, the study and development of locomotion models to simulate neuromuscular disorders, to the tracking of a heart registered with magnetic resonance cine, the prostrate captured in a CBCT images during a period of time, the detection of abnormal human movements in surveillance aplication.
- Theoretical and computational model of the human gait to simulate pathological patterns.
- Quantification of cardiac patterns using spatio-temporal analysis of the right ventricle
- Multimodal Integration data for Human Gait Analysis
- Automatic 3D segmentation of the prostate on magnetic resonance images for radiotherapy planning
- Estimation of gastrointestinal polyp dimensions using video endoscopy.
- Eye movement characterization during gait for Parkinson´s Disease Recognition
- Simulation of Motor Patterns in Parkinson's Disease with Additional Trunk Information
Christian Cifuentes and Carlos Vargas and Cesar Sanchez and Juan Leon and Fabio Martinez and Eduardo Romero. (2012) "Sistema de monitoreo remoto de pacientes en estado crítico utilizando la infraestructura de telecomunicaciones existente en Colombia" 8th International Seminar on Medical Image Processing and Analysis - SIPAIM. San Cristóbal, Venezuela.
Fabio Martinez, Oscar Acosta, GaÁ«l Dréan, Antoine Simon, Pascal Haigron, Renaud de Crevoisier Eduardo Romero. (2012) "Segmentation of pelvic structures from planning CT based on a statistical shape model with a multiscale edge detector and geometrical likelihood measures" MICCAI. Image- Guidance and Multimodal Dose Planning in Radiation Therapy. Nice, France
. (2012) "Juan León, Fabio Martínez, Eduardo Romero. A Robust Background subtraction Algorithm Using The Σ-∆ Estimation, 7th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP 2012). Roma Italia. Febrero 2012."
. (2010) "Fabio Martínez, Juan León, Eduardo Romero. Pathology Classification of Gait Human Gestures. 6th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISAPP), Algarve Portugal. Enero 2011"
Christian Cifuentes and Fabio Martinez and Eduardo Romero. (2012) "A 3D Physics-based model to simulate normal and pathological gait patterns" 7th International Joint Conference on Computer Vision, Imagin and Computer Graphics Theory and Applications - VISIGRAPP 2012. Roma, Italia.
. (2012) "A motion descriptor based on statistics of optical flow orientations for action classification in video-surveillance. Fabio Martínez, Antoine Manzanera, Eduardo Romero. International Conference on Multimedia and Signal Processing (CMSP’12). Shangai-China."
. (2011) "Characterization of Motion Cardiac Patterns in Magnetic Resonance Cine. International conference on Image Information Processing.Fabio Martínez, Antoine Manzanera, Cristina Santa Marta, Eduardo Romero. INDIA (2011)."
Charlens Alvarez and Fabio Martinez and Eduardo Romero. (2013) "A novel atlas-based approach for MRI prostate segmentation using multiscale points of interest" IX International Seminar on Medical Information Processing and Analysis (Mexico D.F., Mexico)
Angélica Atehortúa and Fabio Martínez and Eduardo Romero. (2013) "A novel right ventricle segmentation strategy using local spatio-temporal MRI information with a prior regularizer term" IX International Seminar on Medical Information Processing and Analysis (SIPAIM´13)
Angélica Atehortúa and Fabio Martínez and Eduardo Romero. (2013) "A Novel Right Ventricle Segmentation Approach from Local Spatio-Temporal MRI Information" 18th Iberoamerican Congress on Pattern Recognition (CIARP´13)
Fabio Martínez and Antoine Manzanera and Eduardo Romero. (2014) "Representing activities with layers of velocity statistics for multiple human action recognition in surveillance applications" SPIE Electronic Imaging. San Francisco. USA
Charlens Alvarez and Fabio Martinez and Eduardo Romero. (2014) "An automatic multi-atlas prostate segmentation in MRI using a multiscale representation and a label fusion strategy" X International Seminar on Medical Information Processing and Analysis (Cartagena, Colombia)
Luisa Cárdenas and Fabio Martínez and Eduardo Romero . (2015) "Simulation of Parkinsonian gait by fusing trunk learned patterns and a lower limb first order model" 10th International Symposium on Medical Information Processing and Analysis
David Trujillo and Fabio Martínez and Eduardo Romero. (2015) "Characterizing the eye trajectory during the gait towards Parkinson stage identification" 10th International Symposium on Medical Information Processing and Analysis
David Trujillo and Fabio Martínez and Angélica Atehortúa and Charlens Alvarez and Eduardo Romero. (2015) "A characterization of Parkinson´s disease by describing the visual field motion during gait" 11th International Symposium on Medical Information Processing and Analysis (Cuenca-Ecuador)
Fabio Martínez and Eduardo Romero. (2009) "Modelo de Seguimiento del Centro de Masa para el Análisis Cinemático de la Marcha"
Angélica Atehortúa and Eduardo Romero. (2014) "Quantification of cardiac patterns using a spatio-temporal analysis of the right ventricle in magnetic resonance imaging" Tesis de Maestría
Josue Ruano and Eduardo Romero. (2015) "Estimation of gastrointestinal polyp size in video endoscopy" Bogota (Colombia)
Christian Cifuentes and Fabio Martinez and Eduardo Romero. (2011) "Physics-based model to simulate the parkinsonian gait" 7th International Seminar on Medical Image Processing and Analysis - SIPAIM 2011. Bucaramanga, Colombia.
. (2010) "Fabio Martínez, Juan León, Eduardo Romero. Classification of Pathological Gait Markerless Patterns. VI Seminario Internacional de Procesamiento y Analisis de Imagenes Médicas (SIPAIM). Bogota Colombia .Diciembre 2010 "
. (2011) "Juan León, Fabio Martínez, Eduardo Romero. A Comparison of Σ − ∆ Background Substraction Algorithms for Gait Analysis . VII Seminario Internacional de Procesamiento y Analisis de Información Médica (SIPAIM) 2011, Bucaramanga Colombia. Diciembre 2011"
. (2008) "Arquitectura Modular para Laboratorios Clínicos de Marcha. Fabio Martínez, Francisco Gómez, Eduardo Romero. III Congreso de BioIngeniería e Ingeniería BIomédica. Pereira. Colombia.(2008)"
. (2011) "Carlos Mosquera, Fabio Martínez, Oscar Acosta, Renaud de Crevoisier, Eduardo Romero. Prostate Localization Using a Probabilistic Model. SIPAIM: VII Seminario Internacional de Procesamiento y Analisis de Imagenes Médicas. Bucaramanga. Colombia (2011)"
. (2010) "Juan Carlos León, Fabio Martínez, Eduardo Romero. Classification of Pathological Gait Markerless Pattern. SIPAIM: VI Seminario Internacional de Procesamiento y Analisis de Imagenes Médicas. Bogota. Colombia (2010)."
. (2009) "Computational Method for Tracking the Body Center of Mass(CoM) during the Gait: A Bayesian Approach. Fabio Martínez, Francisco Gómez, Eduardo Romero.En: SIB-SIPAIM: V Seminario Internacional de Procesamiento y Analisis de Imagenes Médicas 2009."
Fabio Martinez. (2014) "Characterization and Modelling of Complex Motion Patterns"
. (2009) "Predicting Complex Patterns of Human Movements Using Bayesian Online Learning in Medical Imaging Applications. Biomedical Image Analysis and Machine Learning Technologies: Applications and Techniques (ISBN: 1605669563). Francisco Gómez, Fabio Martinez, Eduardo Romero, (2009)."
Christian Cifuentes and Fabio Martinez and Eduardo Romero. (2010) "Análisis teórico y computacional de la marcha normal y patológica: Una revisión" Revista Med.
. (2009) "Eduardo Romero, Francisco Gómez, Fabio Martínez. Analisis de Video para Estimación del Movimiento Humano: una Revisión. Revista MED Universidad Militar Nueva Granada, ISSN: 0121-5256, Vol 17 No.1, pag 95-106, Bogota Junio 2009."
. (2010) "Desarrollo de un laboratorio de Marcha con Integración Sincrónica mediante una arquitectura en modulos. Fabio Martínez, Francisco Gómez, Eduardo Romero. Acta Biológica Colombiana. Vol. 15 No. 10, (2010)."
Fabio Martinez and Christian Cifuentes and Eduardo Romero. (2013) "Simulation of normal and pathological gaits using a fusion knowledge strategy" Journal of NeuroEngineering and Rehabilitation
. (2010) "Fabio Martínez, Francisco Gómez, Eduardo Romero. A kinematic method for computing the motion of the body centre-of-mass (CoM) during walking: a Bayesian approach. Journal of Computer Methods in Biomechanics and Biomedical Engineering. 14(6):561-72 (2010)"
Fabio Martínez and Eduardo Romero and Gael Drëán and Antoine Simon and Pascal Haigron and Renaud de Crevoisier and Oscar Acosta. (2014) "Segmentation of pelvic structures for planning CT using a geometrical shape model tuned by a multi-scale edge detector." Journal of Physics in Medicine and Biology
Fabio Martinez and Antoine Manzanera and Eduardo Romero. (2015) "Automatic Analysis and Characterization of the hummingbird wings motion using dense optical flow features" Bioinspiration & Biomimetics
Fabio Martínez and Josué Ruano and Martín Gómez and Eduardo Romero. (2015) "Estimating the size of polyps during actual endoscopy procedures using a spatio-temporal characterization" Computerized Medical Imaging and Graphics doi:10.1016/j.compmedimag.2015.01.002
Charlens Álvarez and Fabio Martínez and Eduardo Romero. (2017) "A multiresolution prostate representation for automatic segmentation in magnetic resonance images" Medical Physics