Publications by authors named "Fabio Martinez"

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A multi-attention deep architecture to stratify lung nodule malignancy from CT scans.
Alejandra Moreno, Andrea Rueda, Fabio Martínez

Med Eng Phys· March 2025

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A Riemannian multimodal representation to classify parkinsonism-related patterns from noninvasive observations of gait and eye movements.
John Archila, Antoine Manzanera, Fabio Martínez

Biomed Eng Lett· January 2025

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A self-supervised deep Riemannian representation to classify parkinsonian fixational patterns.
Edward Sandoval, Juan Olmos, Fabio Martínez

Artif Intell Med· November 2024

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APIS: a paired CT-MRI dataset for ischemic stroke segmentation - methods and challenges.
Santiago Gómez, Edgar Rangel, Daniel Mantilla, Andrés Ortiz, Paul Camacho

Sci Rep· September 2024

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A Deep Cascade Architecture for Stroke Lesion Segmentation and Synthetic Parametric Map Generation over CT Studies.
Sebastian Florez, Santiago Gómez, Julian Garcia, Fabio Martínez

Int J Psychol Res (Medellin)· September 2024

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A Volumetric Deep Architecture to Discriminate Parkinsonian Patterns from Intermediate Pose Representations.
Jean Portilla, Edgar Rangel, Luis Guayacán, Fabio Martínez

Int J Psychol Res (Medellin)· August 2024

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An Anomaly Self-Supervised Representation To Classify Malignant Lung Nodules.
Josue Rodriguez, Alejandra Moreno, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2024

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A federated stroke segmentation to impact limited data institutions.
Edgar Rangel, Santiago Gomez, Daniel Mantilla, Paul Camacho, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2024

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Towards dopaminergic SPECT estimation from structural MRI sequences to characterize Parkinson's disease.
Franklin Sierra-Jerez, Yeferson Valencia, Diana L Giraldo, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2024

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Cardiac disease discrimination from 3D-convolutional kinematic patterns on cine-MRI sequences.
Alejandra Moreno Tarazona, Lola Xiomara Bautista, Fabio Martínez

Biomedica· May 2024

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A non-aligned translation with a neoplastic classifier regularization to include vascular NBI patterns in standard colonoscopies.
Franklin Sierra-Jerez, Fabio Martinez

Comput Biol Med· March 2024

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A deep supervised cross-attention strategy for ischemic stroke segmentation in MRI studies.
Santiago Gómez, Daniel Mantilla, Edgar Rangel, Andrés Ortiz, Daniela D Vera

Biomed Phys Eng Express· April 2023

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An inception-based deep multiparametric net to classify clinical significance MRI regions of prostate cancer.
Yesid Gutiérrez, John Arevalo, Fabio Martínez

Phys Med Biol· November 2022

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Weakly Supervised Polyp Segmentation from an Attention Receptive Field Mechanism.
Lina Ruiz, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2022

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A Spatio-Temporal Hypomimic Deep Descriptor to Discriminate Parkinsonian Patients.
Brayan Valenzuela, Jhon Arevalo, William Contreras, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2022

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A Non-Aligned Deep Representation to Enhance Standard Colonoscopy Observations from Vascular Narrow Band Polyp Patterns.
Franklin Sierra-Jerez, Jair Ruiz, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2022

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A Riemannian Deep Learning Representation to Describe Gait Parkinsonian Locomotor Patterns.
Juan Olmos, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2022

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A Parkinsonian Digital Biomarker Learned as an Anomaly Deep Generative Representation.
Edgar Rangel, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2022

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A deep CT to MRI unpaired translation that preserve ischemic stroke lesions.
Gustavo Garzon, Santiago Gomez, Daniel Mantilla, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2022

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Multimodal Contrastive Supervised Learning to Classify Clinical Significance MRI Regions on Prostate Cancer.
Yesid Gutierrez, John Arevalo, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· July 2022

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A multitask deep representation for Gleason score classification to support grade annotations.
Fabian León, Fabio Martínez

Biomed Phys Eng Express· April 2022

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A multimodal Parkinson quantification by fusing eye and gait motion patterns, using covariance descriptors, from non-invasive computer vision.
John Archila, Antoine Manzanera, Fabio Martínez

Comput Methods Programs Biomed· March 2022

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A digital cardiac disease biomarker from a generative progressive cardiac cine-MRI representation.
Santiago Gómez, David Romo-Bucheli, Fabio Martínez

Biomed Eng Lett· February 2022

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Learning a Triplet Embedding Distance to Represent Gleason Patterns.
Fabian Leon, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· November 2021

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Cardiac Disease Representation Conditioned by Spatio-temporal Priors in Cine-MRI Sequences Using Generative Embedding Vectors.
Henry Pena, Santiago Gomez, David Romo-Bucheli, Fabio Martinez

Annu Int Conf IEEE Eng Med Biol Soc· November 2021

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