activity
20182023
most citedConvolutional Neural Networks for Neuroimaging in Parkinson's Disease: Is Preprocessing Needed?

104 citations · 172 across the 5 of their papers we have counts for

collaborators

5 papers

q-bio.NC2023★ 41 cited

EEG Connectivity Analysis Using Denoising Autoencoders for the Detection of Dyslexia

Francisco Jesus Martinez-Murcia, Andrés Ortiz, Juan Manuel Górriz +4

The Temporal Sampling Framework (TSF) theorizes that the characteristic phonological difficulties of dyslexia are caused by an atypical oscillatory sampling at one or more temporal…

cs.CV2023★ 104 cited

Convolutional Neural Networks for Neuroimaging in Parkinson's Disease: Is Preprocessing Needed?

Francisco J. Martinez-Murcia, Juan M. Górriz, Javier Ramírez +1

Spatial and intensity normalization are nowadays a prerequisite for neuroimaging analysis. Influenced by voxel-wise and other univariate comparisons, where these corrections are ke…

stat.ML2021★ 24 cited

Deep Learning in current Neuroimaging: a multivariate approach with power and type I error control but arguable generalization ability

Carmen Jiménez-Mesa, Javier Ramírez, John Suckling +5

Discriminative analysis in neuroimaging by means of deep/machine learning techniques is usually tested with validation techniques, whereas the associated statistical significance r…

eess.IV2020★ 3 cited

Uncertainty-driven ensembles of deep architectures for multiclass classification. Application to COVID-19 diagnosis in chest X-ray images

Juan E. Arco, A. Ortiz, J. Ramirez +3

Respiratory diseases kill million of people each year. Diagnosis of these pathologies is a manual, time-consuming process that has inter and intra-observer variability, delaying di…

eess.IV2018

Automated detection and segmentation of non-mass enhancing breast tumors with dynamic contrast-enhanced magnetic resonance imaging

Ignacio Alvarez Illan, Javier Ramirez, Juan M. Gorriz +6

Non-mass enhancing lesions (NME) constitute a diagnostic challenge in dynamic contrast enhanced magnetic resonance imaging (DCE-MRI) of the breast. Computer Aided Diagnosis (CAD) s…