2024
Perceptual super-resolution in multiple sclerosis MRI.
Frontiers in Neuroscience. 2024. DOI: 10.3389/fnins.2024.1473132
Preprint in MedRvix. DOI: 10.1101/2024.08.02.24311394
Estimating Polyp Size From a Single Colonoscopy Image Using a Shape-From-Shading Model.
IEEE International Symposium on Biomedical Imaging (ISBI), 2024. DOI: 10.1109/ISBI56570.2024.10635358
Synthesizing fractional anisotropy maps from T1-weighted magnetic resonance images using a simplified generative adversarial network.
SPIE Medical Imaging 2024: Clinical and Biomedical Imaging. DOI: 10.1117/12.3009706
2023
Super-Resolution Reconstruction of Multi-Slice T2-W FLAIR MRI Improves Multiple Sclerosis Lesion Segmentation.
45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2023. DOI: 10.1109/EMBC40787.2023.10341047
Comparison of diffusion kurtosis tensor imaging and multi-tissue CSD for the investigation of group differences in Alzheimer's disease.
International Society of Magnetic Resonance in Medicine (ISMRM), 2023.
Exploring anatomical brain heterogeneity in subjects with mild cognitive impairment.
19th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2023. DOI: 10.1109/SIPAIM56729.2023.10373453
Exploring the Correlation between Disability Status and Brain Volumetric Measurements Using Real-World Retrospective Magnetic Resonance Images in People with Multiple Sclerosis.
9th Joint ECTRIMS-ACTRIMS meeting, 2023. DOI: 10.1177/13524585231196195
2022
Investigating Tissue-Specific Abnormalities in Alzheimer's Disease with Multi-Shell Diffusion MRI.
Journal of Alzheimer's Disease pp. 1-21. IOS Press, 2022. DOI: 10.3233/jad-220551
PhD thesis: Computational anatomy strategies for characterization of brain patterns associated with Alzheimer's disease.
Joint PhD:
Doctor of Engineering, Universidad Nacional de Colombia
Doctor of Science, Universiteit Antwerpen
2021
Quantification of cognitive impairment to characterize heterogeneity of patients at risk of developing Alzheimer's disease dementia.
Alzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring 13.1 (2021) e12237. 2021. DOI: 10.1002/dad2.12237
Mining relations between neuropsychological data to characterize Alzheimer's disease.
17th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2021. DOI: 10.1117/12.2606298
2019
Cognitive Training in Young Patients With Traumatic Brain Injury: A Fixel-Based Analysis.
Neurorehabilitation and Neural Repair 33(10) pp 813-824. 2019. DOI: 10.1177/1545968319868720
Sulci characterization to predict progression from mild cognitive impairment to Alzheimer's disease.
15th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2019. DOI: 10.1117/12.2540437
Tele-Pathology: A Use Case In Colombia.
IEEE 16th International Symposium on Biomedical Imaging (ISBI), 2019. DOI: 10.1109/ISBI.2019.8759227
2018
Characterization of brain anatomical patterns by comparing region intensity distributions: Applications to the description of Alzheimer's disease.
Brain and Behavior 8(4), 2018. DOI: 10.1002/brb3.942
Description of brain volumetric changes in Alzheimer's disease using region-based morphometry.
14th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2018. DOI: 10.1117/12.2511533
2017
Quantifying cognition and behavior in normal aging, mild cognitive impairment, and Alzheimer's disease.
13th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2017. DOI: 10.1117/12.2287036
Fixel-Based Analysis of Alzheimer's Disease Using Multi-Tissue Constrained Spherical Deconvolution of Multi-Shell Diffusion MRI.
International Society of Magnetic Resonance in Medicine (ISMRM), 2017. Program number: 0400
Modelo para el análisis de la mortalidad en Colombia 2000-2012.
Revista de Salud Pública 19(2), 2017. DOI: 10.15446/rsap.v19n2.66239
Characterizing brain patterns in conversion from mild cognitive impairment (MCI) to Alzheimer's disease.
13th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2017. DOI: 10.1117/12.2286102
2016
Finding regional models of the Alzheimer's disease by fusing information from neuropsychological tests and structural MR images.
SPIE International Symposium on Medical Imaging, 2016. DOI: 10.1117/12.2217021
2015
Finding Models to Detect Alzheimer's Disease by Fusing Structural and Neuropsychological Information.
11th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2015. DOI: 10.1117/12.2211489
2014
Morphometry-Based Comparison of Relevant Brain Regions for Alzheimer's Disease Detection.
10th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2014. DOI: 10.1117/12.2072506
2013
An Automatic Search of Alzheimer Patterns Using a Nonnegative Matrix Factorization.
9th International Symposium on Medical Information Processing and Analysis (SIPAIM), 2013. DOI: 10.1117/12.2034415