Fabio Martínez

67 papers B 2C 1Misc 1Journal 27Unranked 36

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	A Geometric Multimodal Foundation Model Integrating Bp-MRI and Clinical Reports in Prostate Cancer Classification. CoRR Juan A. Olmos, Antoine Manzanera, Fabio Martínez
2025	J	`jnl`	A Second-Order Attention Mechanism For Prostate Cancer Segmentation and Detection in Bi-Parametric MRI. CoRR Mateo Ortiz, Juan A. Olmos, Fabio Martínez
2025	J	`jnl`	A digital eye-fixation biomarker using a deep anomaly scheme to classify Parkisonian patterns. CoRR Juan Niño, Luis Guayacán, Santiago Gómez, Fabio Martínez
2025	J	`jnl`	A multimodal gait and ocular geometric representation to generate a Parkinson progression report. Eng. Appl. Artif. Intell. John Archila, Ivan Peña, Luis Fernando Celis, Juan A. Olmos, Antoine Manzanera, Fabio Martínez
2025	J	`jnl`	A multitask transformer to sign language translation using motion gesture primitives. CoRR Fredy Alejandro Mendoza López, Jefferson Rodríguez, Fabio Martínez
2025	J	`jnl`	A persistent homology gait analysis for Parkinson disease characterization. Biomed. Signal Process. Control. Luis Guayacán, Yessica Castrillón, Francisco Gómez, Fabio Martínez
2025	J	`jnl`	Federative ischemic stroke segmentation as alternative to overcome domain-shift multi-institution challenges. CoRR Edgar Rangel, Fabio Martínez
2025	J	`jnl`	Geometric multimodal learning to support prostate cancer diagnosis on limited and multicentric bi-parametric MRI data. Neural Comput. Appl. Juan A. Olmos, Antoine Manzanera, Fabio Martínez
2025	J	`jnl`	Learning a geometric deep representation to classify Parkinson smooth pursuit patterns. Pattern Anal. Appl. Luis Fernando Celis, Juan A. Olmos, Antoine Manzanera, Fabio Martínez
2025	J	`jnl`	Parkinson disease classification: a comparison of quantum and RBF kernels using support vector machine. Quantum Mach. Intell. Gregoire Cattan, Juan A. Olmos, Yash Chauhan, Fabio Martínez
2025	J	`jnl`	Parkinsonian gait modelling from an anomaly deep representation. Multim. Tools Appl. Edgar Rangel, Fabio Martínez
2025	—	`conf`	RIEMAE: Riemannian Masked Autoencoder for Classifying Malignant Prostate Cancer Patterns. ISBI Edward Sandoval, Juan A. Olmos, Fabio Martínez
2024	—	`conf`	A Geometric Attention Mechanism to Classify Parkinsonism Smooth Pursuit Patterns. IBERAMIA Luis Fernando Celis, Juan A. Olmos, Fabio Martínez
2024	—	`conf`	A Mixed Audio-Video SPD Network for Online Classification of Parkinsonian Speech Patterns. IBERAMIA John Archila, Antoine Manzanera, Fabio Martínez
2024	J	`jnl`	A contrastive weakly supervised learning to characterize malignant prostate lesions in BP-MRI. Biomed. Signal Process. Control. Yesid Gutiérrez, John Arevalo, Fabio Martínez
2024	—	`conf`	A federated stroke segmentation to impact limited data institutions. EMBC Edgar Rangel, Santiago Gómez, Daniel Mantilla, Paul B. Camacho, Fabio Martínez
2024	J	`jnl`	A non-aligned translation with a neoplastic classifier regularization to include vascular NBI patterns in standard colonoscopies. Comput. Biol. Medicine Franklin Sierra-Jerez, Fabio Martínez
2024	J	`jnl`	A self-supervised deep Riemannian representation to classify parkinsonian fixational patterns. Artif. Intell. Medicine Edward Sandoval, Juan A. Olmos, Fabio Martínez
2024	—	`conf`	An Anomaly Self-Supervised Representation To Classify Malignant Lung Nodules. EMBC Josué Rodríguez, Alejandra Moreno, Fabio Martínez
2024	J	`jnl`	COLON: The largest COlonoscopy LONg sequence public database. CoRR Lina Ruiz, Franklin Sierra-Jerez, Jair Ruiz, Fabio Martínez
2024	—	`conf`	FLAIR Synthesis Including Ischemic Lesion-Aware Mechanisms from NCCT Sequences. SIPAIM Gustavo Garzón, Gysselis Vásquez, Santiago Gómez, Daniel Mantilla, Paúl Camacho, Fabio Martínez
2024	J	`jnl`	Riemannian SPD learning to represent and characterize fixational oculomotor Parkinsonian abnormalities. Pattern Recognit. Lett. Juan A. Olmos, Antoine Manzanera, Fabio Martínez
2024	—	`conf`	Towards dopaminergic SPECT estimation from structural MRI sequences to characterize Parkinson's disease. EMBC Franklin Sierra-Jerez, Yeferson Valencia, Diana L. Giraldo, Fabio Martínez
2023	—	`conf`	A Multimodal Geometric Deep Representation to Support Bi-Parametric Prostate Cancer Lesion Classification. ISBI Yesid Gutiérrez, Juan A. Olmos, Luis Guayacán, Fabio Martínez
2023	—	`conf`	A volumetric multi-head attention strategy for lung nodule classification in CT. Computer-Aided Diagnosis Alejandra Moreno, Andrea Rueda, Fabio Martínez
2023	J	`jnl`	APIS: A paired CT-MRI dataset for ischemic stroke segmentation challenge. CoRR Santiago Gómez, Daniel Mantilla, Gustavo Garzón, Edgar Rangel, Andres Ortiz, Franklin Sierra-Jerez, Fabio Martínez
2023	B	`conf`	An attentional unet with an auxiliary class learning to support acute ischemic stroke segmentation on CT. Image Processing Santiago Gómez, Sebastian Florez, Daniel Mantilla, Paúl Camacho, Nick Tarazona, Fabio Martínez
2023	—	`conf`	Exploiting Multi-Head Attention Maps Into A Deep Riemannian Representation to Quantify Pulmonary Nodules. ISBI Alejandra Moreno, Juan A. Olmos, Luis Guayacán, Fabio Martínez
2023	—	`conf`	Fast detection and localization of mitosis using a semi-supervised deep representation. Digital and Computational Pathology Santiago Castro, David Romo-Bucheli, Luis Guayacán, Fabio Martínez
2023	—	`conf`	Ischemic Stroke Segmentation from a Cross-Domain Representation in Multimodal Diffusion Studies. MICCAI (4) Santiago Gómez, Daniel Mantilla, Brayan Valenzuela, Andres Ortiz, Daniela D. Vera, Paúl Camacho, Fabio Martínez
2023	J	`jnl`	Parkinson gait modelling from an anomaly deep representation. CoRR Edgar Rangel, Fabio Martínez
2023	J	`jnl`	Parkinsonian gait patterns quantification from principal geodesic analysis. Pattern Anal. Appl. Santiago Niño, Juan A. Olmos, Juan C. Galvis, Fabio Martínez
2022	—	`conf`	A Multi-Scale Self-Attention Network to Discriminate Pulmonary Nodules. ISBI Alejandra Moreno, Andrea Rueda, Fabio Martínez
2022	—	`conf`	A Non-Aligned Deep Representation to Enhance Standard Colonoscopy Observations from Vascular Narrow Band Polyp Patterns. EMBC Franklin Sierra-Jerez, Jair Ruiz, Fabio Martínez
2022	—	`conf`	A Parkinsonian Digital Biomarker Learned as an Anomaly Deep Generative Representation. EMBC Edgar Rangel, Fabio Martínez
2022	—	`conf`	A Riemannian Deep Learning Representation to Describe Gait Parkinsonian Locomotor Patterns. EMBC Juan A. Olmos, Fabio Martínez
2022	—	`conf`	A Spatio-Temporal Hypomimic Deep Descriptor to Discriminate Parkinsonian Patients. EMBC Brayan Valenzuela, John Arevalo, William Contreras, Fabio Martínez
2022	—	`conf`	A deep CT to MRI unpaired translation that preserve ischemic stroke lesions. EMBC Gustavo Garzón, Santiago Gómez, Daniel Mantilla, Fabio Martínez
2022	J	`jnl`	A local volumetric covariance descriptor for markerless Parkinsonian gait pattern quantification. Multim. Tools Appl. Oscar Mendoza, Fabio Martínez, Juan A. Olmos
2022	J	`jnl`	A multimodal Parkinson quantification by fusing eye and gait motion patterns, using covariance descriptors, from non-invasive computer vision. Comput. Methods Programs Biomed. John Archila, Antoine Manzanera, Fabio Martínez
2022	—	`conf`	An Oculomotor Digital Parkinson Biomarker from a Deep Riemannian Representation. ICPRAI (1) Juan A. Olmos, Antoine Manzanera, Fabio Martínez
2022	—	`conf`	Gait Patterns Coded as Riemannian Mean Covariances to Support Parkinson's Disease Diagnosis. IBERAMIA Juan A. Olmos, Juan C. Galvis, Fabio Martínez
2022	J	`jnl`	Kinematic motion representation in Cine-MRI to support cardiac disease classification. Comput. methods Biomech. Biomed. Eng. Imaging Vis. Alejandra Moreno, Jefferson Rodríguez, Fabio Martínez
2022	B	`conf`	Towards reduction of expert bias on Gleason score classification via a semi-supervised deep learning strategy. Image Processing Miguel Plazas, Raúl Ramos-Pollán, Fabian León, Fabio Martínez
2022	—	`conf`	Weakly Supervised Polyp Segmentation from an Attention Receptive Field Mechanism. EMBC Lina Ruiz, Fabio Martínez
2021	—	`conf`	A Covid-19 Patient Severity Stratification using a 3D Convolutional Strategy on CT-Scans. ISBI Jefferson Rodríguez, David Romo-Bucheli, Franklin Sierra, Diana Valenzuela, Carolina Valenzuela, Lina Vasquez, Paúl Camacho, Daniel Mantilla, Fabio Martínez
2021	J	`jnl`	A convolutional oculomotor representation to model parkinsonian fixational patterns from magnified videos. Pattern Anal. Appl. Isail Salazar, Said Pertuz, William Contreras, Fabio Martínez
2021	—	`conf`	Cardiac Disease Representation Conditioned by Spatio-temporal Priors in Cine-MRI Sequences Using Generative Embedding Vectors. EMBC Henry Peña, Santiago Gómez, David Romo-Bucheli, Fabio Martínez
2021	J	`jnl`	How important is motion in sign language translation? IET Comput. Vis. Jefferson Rodríguez, Fabio Martínez
2021	—	`conf`	Learning a Triplet Embedding Distance to Represent Gleason Patterns. EMBC Fabian León, Fabio Martínez
2021	J	`jnl`	Visualising and quantifying relevant parkinsonian gait patterns using 3D convolutional network. J. Biomed. Informatics Luis Carlos Guayacán, Fabio Martínez
2020	—	`conf`	An online deep convolutional polyp lesion prediction over Narrow Band Imaging (NBI). EMBC Franklin Sierra, Yesid Gutiérrez, Fabio Martínez
2020	—	`conf`	Towards understanding spatio-temporal parkinsonian patterns from salient regions of a 3D convolutional network. EMBC Luis Carlos Guayacán, Edgar Rangel, Fabio Martínez
2020	—	`conf`	Understanding Motion in Sign Language: A New Structured Translation Dataset. ACCV (6) Jefferson Rodríguez, Juan Chacón, Edgar Rangel, Luis Guayacán, Claudia Hernández, Luisa Hernández, Fabio Martínez
2019	C	`conf`	Parkinsonian Ocular Fixation Patterns from Magnified Videos and CNN Features. CIARP Isail Salazar, Said Pertuz, William Contreras, Fabio Martínez
2018	Misc	`conf`	A Kinematic Gesture Representation Based on Shape Difference VLAD for Sign Language Recognition. ICCVG Jefferson Rodríguez, Fabio Martínez
2018	—	`conf`	Cardiac disease prediction from spatio-temporal motion patterns in cine-MRI. ISBI Everson Sarmiento, Jean Pico, Fabio Martínez
2017	J	`jnl`	Spatio-temporal multi-scale motion descriptor from a spatially-constrained decomposition for online action recognition. IET Comput. Vis. Fabio Martínez, Antoine Manzanera, Eduardo Romero
2016	—	`conf`	Action-centric Polar Representation of Motion Trajectories for Online Action Recognition. VISIGRAPP (4: VISAPP) Fabio Martínez, Antoine Manzanera, Michèle Gouiffès, Thanh Phuong Nguyen
2015	—	`conf`	A Gaussian Mixture Representation of Gesture Kinematics for On-Line Sign Language Video Annotation. ISVC (2) Fabio Martínez, Antoine Manzanera, Michèle Gouiffès, Annelies Braffort
2015	J	`jnl`	Estimating the size of polyps during actual endoscopy procedures using a spatio-temporal characterization. Comput. Medical Imaging Graph. Fabio Martínez, Josué Ruano, Martín Gómez, Eduardo Romero
2014	—	`conf`	Representing activities with layers of velocity statistics for multiple human action recognition in surveillance applications. Video Surveillance and Transportation Imaging Applications Fabio Martínez, Antoine Manzanera, Eduardo Romero
2013	—	`conf`	A Novel Right Ventricle Segmentation Approach from Local Spatio-temporal MRI Information. CIARP (2) Angélica Maria Atehortúa Labrador, Fabio Martínez, Eduardo Romero Castro
2012	—	`conf`	A 3D Physics-based Model to Simulate Normal and Pathological Gait Patterns. GRAPP/IVAPP Christian Cifuentes, Fabio Martínez, Eduardo Romero
2012	—	`conf`	A Robust Background Subtraction Algorithm using the a ∑-∆ Estimation - Applied to the Visual Analysis of Human Motion. VISAPP (1) Juan Carlos León, Fabio Martínez, Eduardo Romero
2012	—	`conf`	Local jet features and statistical models in a hybrid Bayesian framework for prostate estimation in CBCT images. Computer-Aided Diagnosis Fabio Martínez, Oscar Acosta, Renaud de Crevoisier, Eduardo Romero
2011	—	`conf`	Pathology Classification of Gait Human Gestures. VISAPP Fabio Martínez, Juan Carlos León, Eduardo Romero