activity
20172021
most citedConvolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation

821 citations · 1.1k across the 7 of their papers we have counts for

collaborators

7 papers

q-bio.QM2021★ 16 cited

Clinica: an open source software platform for reproducible clinical neuroscience studies

Alexandre Routier, Ninon Burgos, Mauricio Díaz +21

We present Clinica (www.clinica.run), an open-source software platform designed to make clinical neuroscience studies easier and more reproducible. Clinica aims for researchers to…

q-bio.QM2020★ 24 cited

Accuracy of MRI Classification Algorithms in a Tertiary Memory Center Clinical Routine Cohort

Alexandre Morin, Jorge Samper-González, Anne Bertrand +12

BACKGROUND:Automated volumetry software (AVS) has recently become widely available to neuroradiologists. MRI volumetry with AVS may support the diagnosis of dementias by identifyin…

cs.LG2019★ 821 cited

Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation

Junhao Wen, Elina Thibeau-Sutre, Mauricio Diaz-Melo +7

Over 30 papers have proposed to use convolutional neural network (CNN) for AD classification from anatomical MRI. However, the classification performance is difficult to compare ac…

q-bio.QM2018★ 9 cited

Reproducible evaluation of diffusion MRI features for automatic classification of patients with Alzheimers disease

Junhao Wen, Jorge Samper-Gonzalez, Simona Bottani +8

Diffusion MRI is the modality of choice to study alterations of white matter. In past years, various works have used diffusion MRI for automatic classification of AD. However, clas…

cs.LG2018★ 181 cited

Reproducible evaluation of classification methods in Alzheimer's disease: framework and application to MRI and PET data

Jorge Samper-González, Ninon Burgos, Simona Bottani +13

A large number of papers have introduced novel machine learning and feature extraction methods for automatic classification of AD. However, they are difficult to reproduce because…

cs.CV2017★ 8 cited

Prediction of the progression of subcortical brain structures in Alzheimer's disease from baseline

Alexandre Bône, Maxime Louis, Alexandre Routier +5

We propose a method to predict the subject-specific longitudinal progression of brain structures extracted from baseline MRI, and evaluate its performance on Alzheimer's disease da…