Fabio Martínez

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 37

Top Topics

Ischemic Stroke

Top Venues

Pattern Anal. Appl.

Publications

Juan A. Olmos, Antoine Manzanera, Fabio Martínez
Riemannian SPD learning to represent and characterize fixational oculomotor Parkinsonian abnormalities. Pattern Recognit. Lett. 177 (2024)
Franklin Sierra-Jerez, Fabio Martínez
A non-aligned translation with a neoplastic classifier regularization to include vascular NBI patterns in standard colonoscopies. Comput. Biol. Medicine 170 (2024)
Yesid Gutiérrez, John Arevalo, Fabio Martínez
A contrastive weakly supervised learning to characterize malignant prostate lesions in BP-MRI. Biomed. Signal Process. Control. 96 (2024)
Lina Ruiz, Franklin Sierra-Jerez, Jair Ruiz, Fabio Martínez
COLON: The largest COlonoscopy LONg sequence public database. CoRR (2024)
Santiago Gómez, Daniel Mantilla, Gustavo Garzón, Edgar Rangel, Andres Ortiz, Franklin Sierra-Jerez, Fabio Martínez
APIS: A paired CT-MRI dataset for ischemic stroke segmentation challenge. CoRR (2023)
Alejandra Moreno, Andrea Rueda, Fabio Martínez
A volumetric multi-head attention strategy for lung nodule classification in CT. Medical Imaging: Computer-Aided Diagnosis (2023)
Santiago Gómez, Daniel Mantilla, Brayan Valenzuela, Andres Ortiz, Daniela D. Vera, Paúl Camacho, Fabio Martínez
Ischemic Stroke Segmentation from a Cross-Domain Representation in Multimodal Diffusion Studies. MICCAI (4) (2023)
Edgar Rangel, Fabio Martínez
Parkinson gait modelling from an anomaly deep representation. CoRR (2023)
Santiago Niño, Juan A. Olmos, Juan C. Galvis, Fabio Martínez
Parkinsonian gait patterns quantification from principal geodesic analysis. Pattern Anal. Appl. 26 (2) (2023)
Alejandra Moreno, Juan A. Olmos, Luis Carlos Guayacán, Fabio Martínez
Exploiting Multi-Head Attention Maps Into A Deep Riemannian Representation to Quantify Pulmonary Nodules. ISBI (2023)
Yesid Gutiérrez, Juan A. Olmos, Luis Carlos Guayacán, Fabio Martínez
A Multimodal Geometric Deep Representation to Support Bi-Parametric Prostate Cancer Lesion Classification. ISBI (2023)
Santiago Gómez, Sebastian Florez, Daniel Mantilla, Paúl Camacho, Nick Tarazona, Fabio Martínez
An attentional unet with an auxiliary class learning to support acute ischemic stroke segmentation on CT. Medical Imaging: Image Processing (2023)
Alejandra Moreno, Jefferson Rodríguez, Fabio Martínez
Kinematic motion representation in Cine-MRI to support cardiac disease classification. Comput. methods Biomech. Biomed. Eng. Imaging Vis. 10 (6) (2022)
Miguel Plazas, Raúl Ramos-Pollán, Fabian León, Fabio Martínez
Towards reduction of expert bias on Gleason score classification via a semi-supervised deep learning strategy. Medical Imaging: Image Processing (2022)
Lina Ruiz, Fabio Martínez
Weakly Supervised Polyp Segmentation from an Attention Receptive Field Mechanism. EMBC (2022)
Juan Olmos, Antoine Manzanera, Fabio Martínez
An Oculomotor Digital Parkinson Biomarker from a Deep Riemannian Representation. ICPRAI (1) (2022)
Franklin Sierra-Jerez, Jair Ruiz, Fabio Martínez
A Non-Aligned Deep Representation to Enhance Standard Colonoscopy Observations from Vascular Narrow Band Polyp Patterns. EMBC (2022)
Brayan Valenzuela, Jhon Arevalo, William Contreras, Fabio Martínez
A Spatio-Temporal Hypomimic Deep Descriptor to Discriminate Parkinsonian Patients. EMBC (2022)
Edgar Rangel, Fabio Martínez
A Parkinsonian Digital Biomarker Learned as an Anomaly Deep Generative Representation. EMBC (2022)
Juan Olmos, Fabio Martínez
A Riemannian Deep Learning Representation to Describe Gait Parkinsonian Locomotor Patterns. EMBC (2022)
Oscar Mendoza, Fabio Martínez, Juan Olmos
A local volumetric covariance descriptor for markerless Parkinsonian gait pattern quantification. Multim. Tools Appl. 81 (21) (2022)
Juan Olmos, Juan Galvis, Fabio Martínez
Gait Patterns Coded as Riemannian Mean Covariances to Support Parkinson's Disease Diagnosis. IBERAMIA (2022)
Gustavo Garzón, Santiago Gómez, Daniel Mantilla, Fabio Martínez
A deep CT to MRI unpaired translation that preserve ischemic stroke lesions. EMBC (2022)
John Archila, Antoine Manzanera, Fabio Martínez
A multimodal Parkinson quantification by fusing eye and gait motion patterns, using covariance descriptors, from non-invasive computer vision. Comput. Methods Programs Biomed. 215 (2022)
Isail Salazar, Said Pertuz, William Contreras, Fabio Martínez
A convolutional oculomotor representation to model parkinsonian fixational patterns from magnified videos. Pattern Anal. Appl. 24 (2) (2021)
Jefferson Rodríguez, Fabio Martínez
How important is motion in sign language translation? IET Comput. Vis. 15 (3) (2021)
Fabian León, Fabio Martínez
Learning a Triplet Embedding Distance to Represent Gleason Patterns. EMBC (2021)
Luis Carlos Guayacán, Fabio Martínez
Visualising and quantifying relevant parkinsonian gait patterns using 3D convolutional network. J. Biomed. Informatics 123 (2021)
Jefferson Rodríguez, David Romo-Bucheli, Franklin Sierra, Diana Valenzuela, Carolina Valenzuela, Lina Vasquez, Paúl Camacho, Daniel Mantilla, Fabio Martínez
A Covid-19 Patient Severity Stratification using a 3D Convolutional Strategy on CT-Scans. ISBI (2021)
Henry Peña, Santiago Gómez, David Romo-Bucheli, Fabio Martínez
Cardiac Disease Representation Conditioned by Spatio-temporal Priors in Cine-MRI Sequences Using Generative Embedding Vectors. EMBC (2021)
Luis Carlos Guayacán, Edgar Rangel, Fabio Martínez
Towards understanding spatio-temporal parkinsonian patterns from salient regions of a 3D convolutional network. EMBC (2020)
Jefferson Rodríguez, Juan Chacón, Edgar Rangel, Luis Carlos Guayacán, Claudia Hernández, Luisa Hernández, Fabio Martínez
Understanding Motion in Sign Language: A New Structured Translation Dataset. ACCV (6) (2020)
Franklin Sierra, Yesid Gutiérrez, Fabio Martínez
An online deep convolutional polyp lesion prediction over Narrow Band Imaging (NBI). EMBC (2020)
Isail Salazar, Said Pertuz, William Contreras, Fabio Martínez
Parkinsonian Ocular Fixation Patterns from Magnified Videos and CNN Features. CIARP (2019)
Jefferson Rodríguez, Fabio Martínez
A Kinematic Gesture Representation Based on Shape Difference VLAD for Sign Language Recognition. ICCVG (2018)
Everson Sarmiento, Jean Pico, Fabio Martínez
Cardiac disease prediction from spatio-temporal motion patterns in cine-MRI. ISBI (2018)
Fabio Martínez, Antoine Manzanera, Eduardo Romero
Spatio-temporal multi-scale motion descriptor from a spatially-constrained decomposition for online action recognition. IET Comput. Vis. 11 (7) (2017)
Fabio Martínez, Josué Ruano, Martín Gómez, Eduardo Romero
Estimating the size of polyps during actual endoscopy procedures using a spatio-temporal characterization. Comput. Medical Imaging Graph. 43 (2015)
Fabio Martínez, Antoine Manzanera, Eduardo Romero
Representing activities with layers of velocity statistics for multiple human action recognition in surveillance applications. Video Surveillance and Transportation Imaging Applications (2014)
Angélica Maria Atehortúa Labrador, Fabio Martínez, Edgar Eduardo Romero Castro
A Novel Right Ventricle Segmentation Approach from Local Spatio-temporal MRI Information. CIARP (2) (2013)
Juan Carlos León, Fabio Martínez, Eduardo Romero
A Robust Background Subtraction Algorithm using the a ∑-∆ Estimation - Applied to the Visual Analysis of Human Motion. VISAPP (1) (2012)
Fabio Martínez, Oscar Acosta, Renaud de Crevoisier, Eduardo Romero
Local jet features and statistical models in a hybrid Bayesian framework for prostate estimation in CBCT images. Medical Imaging: Computer-Aided Diagnosis (2012)
Christian Cifuentes, Fabio Martínez, Eduardo Romero
A 3D Physics-based Model to Simulate Normal and Pathological Gait Patterns. GRAPP/IVAPP (2012)
Fabio Martínez, Juan Carlos León, Eduardo Romero
Pathology Classification of Gait Human Gestures. VISAPP (2011)