Publications in 2024
CheXmask: a large-scale dataset of anatomical segmentation masks for multi-center chest x-ray images
Scientific Data, Number 1, page 511 - 2024
Class imbalance on medical image classification: towards better evaluation practices for discrimination and calibration performance
European Radiology - jun 2024
Demographically-Informed Prediction Discrepancy Index: Early Warnings of Demographic Biases for Unlabeled Populations
Transactions on Machine Learning Research - 2024
Publications in 2023
Análisis de sesgos en algoritmos de clasificación de oximetría de pulso para detección de trastornos del sueño
Argentine Symposium on Artificial Intelligence (ASAI 2023) - 52 Argentine Conference on Informatics and Operations Research (JAIIO) - 2023
Publications in 2022
Nature Communications, Volume 13 - 2022
Network Neuroscience, page 1--17 - jan 2022
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis
IEEE Transactions on Medical Imaging - 2022
arXiv preprint arXiv:2211.07395 - 2022
Publications in 2021
ChronoRoot: High-throughput phenotyping by deep segmentation networks reveals novel temporal parameters of plant root system architecture
GigaScience, Volume 10, Number 7 - 2021
Desarrollo de aplicación móvil para reconocimiento y valoración de cervezas artesanales (Undergraduate project)
Master thesis from Facultad de Ingeniería y Ciencias Hídricas - Universidad Nacional del Litoral - 2021
Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), page 6630--6638 - 2021
XXVII Congreso Argentino De Ciencias De La Computación (CACIC) - 2021
Medical Image Computing and Computer Assisted Intervention -- MICCAI 2021, page 600--610 - 2021
On the relationship between research parasites and fairness in machine learning: challenges and opportunities
GigaScience, Volume 10, Number 12 - 2021
Publications in 2020
Towards the Automatization of Cranial Implant Design in Cranioplasty, page 37--46 - 2020
Gender imbalance in medical imaging datasets produces biased classifiers for computer-aided diagnosis
Proceedings of the National Academy of Sciences - 2020
Neural Networks, Volume 124, page 269--279 - 2020
Multiclass semantic segmentation and quantification of traumatic brain injury lesions on head CT using deep learning: an algorithm development and multicentre validation study
The Lancet Digital Health, Volume 2, Number 6, page 314--322 - 2020
IEEE Transactions on Medical Imaging - 2020
Medical Image Computing and Computer Assisted Intervention -- MICCAI 2020, page 390--399 - 2020
Publications in 2019
Master thesis from Facultad de Ciencias Exactas y Naturales - Universidad de Buenos Aires - 2019
MICCAI 2019: International Conference on Medical Image Computing and Computer-Assisted Intervention - 2019
Diseño y desarrollo de una herramienta para la segmentación automática en imágenes TAC de pacientes con traumatismo de cráneo mediante redes neuronales convolucionales. (Undergraduate project)
Master thesis from Facultad de Ingeniería y Ciencias Hídricas - Universidad Nacional del Litoral - 2019
Scientific reports, Volume 9, Number 1, page 1--13 - 2019
Proceedings of The 2nd International Conference on Medical Imaging with Deep Learning, Volume 102, page 401-413 - 08--10 Jul 2019
MICCAI Brain Lesion Workshop - 2019
Publications in 2018
Biomedical Imaging (ISBI 2018), 2018 IEEE 15th International Symposium on, page 564--567 - 2018
Disease prediction using graph convolutional networks: application to autism spectrum disorder and alzheimer’s disease.
Medical Image Analysis - 2018
Springer - 2018
Statistical Atlases and Computational Modeling of the Heart (STACOM 2018) - 2018
International Workshop on Machine Learning in Medical Imaging, page 294--302 - 2018
Master thesis from Facultad de Ciencias Exactas y Naturales - Universidad de Buenos Aires - 2018
Segmentación multi-atlas de imágenes médicas con selección de atlas inteligente y control de calidad automático
XXIV Congreso Argentino de Ciencias de la Computación (La Plata, 2018). - 2018
IEEE journal of biomedical and health informatics - 2018
Publications in 2017
Anatomically Constrained Neural Networks (ACNN): Application to cardiac image enhancement and segmentation
IEEE Transactions on Medical Imaging - 2017
8th International Workshop on Machine Learning in Medical Imaging - 2017
Distance metric learning using graph convolutional networks: Application to functional brain networks
International Conference on Medical Image Computing and Computer-Assisted Interventions (MICCAI) - 2017
MICCAI BrainLes 2017 - 2017
International Journal of Computer Vision - 2017
Medical Image Analysis, Volume 39 - 2017
International Conference on Medical Image Computing and Computer-Assisted Interventions (MICCAI) - 2017
Publications in 2016
Medical Image Analysis, page 102--106 - 2016
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injurie, page 138--149 - 2016
International Conference on Medical Image Computing and Computer-Assisted Interventions (MICCAI) - 2016
Bayesian and Graphical Models for Biomedical Imaging Workshop, BAMBI - MICCAI - 2016
International Symposium on Biomedical Imaging (ISBI) - 2016
Publications in 2015
12th IEEE International Symposium on Biomedical Imaging (ISBI) - 2015
Slice-to-volume deformable registration: efficient one-shot consensus between plane selection and in-plane deformation
International Journal for Computer Assisted Radiology and Surgery - 2015
Publications in 2013
16th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) - 2013