Ensemble Learning of Convolutional Neural Network, Support Vector Machine, and Best Linear Unbiased Predictor for Brain Age Prediction: ARAMIS Contribution to the Predictive Analytics Competition 2019 Challenge
Couvy-Duchesne, Baptiste, Faouzi, Johann, Martin, Benoît, Thibeau-Sutre, Elina, Wild, Adam, Ansart, Manon, Durrleman, Stanley, Dormont, Didier, Burgos, Ninon, Colliot, Olivier
Published in Frontiers in psychiatry (15.12.2020)
Published in Frontiers in psychiatry (15.12.2020)
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Journal Article
Convolutional neural networks for classification of Alzheimer's disease: Overview and reproducible evaluation
Wen, Junhao, Thibeau-Sutre, Elina, Diaz-Melo, Mauricio, Samper-González, Jorge, Routier, Alexandre, Bottani, Simona, Dormont, Didier, Durrleman, Stanley, Burgos, Ninon, Colliot, Olivier
Published in Medical image analysis (01.07.2020)
Published in Medical image analysis (01.07.2020)
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Predicting the progression of mild cognitive impairment using machine learning: A systematic, quantitative and critical review
Ansart, Manon, Epelbaum, Stéphane, Bassignana, Giulia, Bône, Alexandre, Bottani, Simona, Cattai, Tiziana, Couronné, Raphaël, Faouzi, Johann, Koval, Igor, Louis, Maxime, Thibeau-Sutre, Elina, Wen, Junhao, Wild, Adam, Burgos, Ninon, Dormont, Didier, Colliot, Olivier, Durrleman, Stanley
Published in Medical image analysis (01.01.2021)
Published in Medical image analysis (01.01.2021)
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Journal Article
Clinica: An Open-Source Software Platform for Reproducible Clinical Neuroscience Studies
Routier, Alexandre, Burgos, Ninon, Díaz, Mauricio, Bacci, Michael, Bottani, Simona, El-Rifai, Omar, Fontanella, Sabrina, Gori, Pietro, Guillon, Jérémy, Guyot, Alexis, Hassanaly, Ravi, Jacquemont, Thomas, Lu, Pascal, Marcoux, Arnaud, Moreau, Tristan, Samper-González, Jorge, Teichmann, Marc, Thibeau-Sutre, Elina, Vaillant, Ghislain, Wen, Junhao, Wild, Adam, Habert, Marie-Odile, Durrleman, Stanley, Colliot, Olivier
Published in Frontiers in neuroinformatics (13.08.2021)
Published in Frontiers in neuroinformatics (13.08.2021)
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Journal Article
Contrast-enhanced to non-contrast-enhanced image translation to exploit a clinical data warehouse of T1-weighted brain MRI
Bottani, Simona, Thibeau-Sutre, Elina, Maire, Aurélien, Ströer, Sebastian, Dormont, Didier, Colliot, Olivier, Burgos, Ninon
Published in BMC medical imaging (20.03.2024)
Published in BMC medical imaging (20.03.2024)
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Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder
Chadebec, Clement, Thibeau-Sutre, Elina, Burgos, Ninon, Allassonniere, Stephanie
Published in IEEE transactions on pattern analysis and machine intelligence (01.03.2023)
Published in IEEE transactions on pattern analysis and machine intelligence (01.03.2023)
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Journal Article
ClinicaDL: An open-source deep learning software for reproducible neuroimaging processing
Thibeau-Sutre, Elina, Díaz, Mauricio, Hassanaly, Ravi, Routier, Alexandre, Dormont, Didier, Colliot, Olivier, Burgos, Ninon
Published in Computer methods and programs in biomedicine (01.06.2022)
Published in Computer methods and programs in biomedicine (01.06.2022)
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Journal Article
Deep learning for brain disorders: from data processing to disease treatment
Burgos, Ninon, Bottani, Simona, Faouzi, Johann, Thibeau-Sutre, Elina, Colliot, Olivier
Published in Briefings in bioinformatics (22.03.2021)
Published in Briefings in bioinformatics (22.03.2021)
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Journal Article
MRI Field Strength Predicts Alzheimer's Disease: a Case Example of Bias in the ADNI Data Set
Thibeau-Sutre, Elina, Couvy-Duchesne, Baptiste, Dormont, Didier, Colliot, Olivier, Burgos, Ninon
Published in 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI) (28.03.2022)
Published in 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI) (28.03.2022)
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Conference Proceeding
Brain-Shift: Unsupervised Pseudo-Healthy Brain Synthesis for Novel Biomarker Extraction in Chronic Subdural Hematoma
Imre, Baris, Thibeau-Sutre, Elina, Reimer, Jorieke, Kho, Kuan, Wolterink, Jelmer M
Year of Publication 28.03.2024
Year of Publication 28.03.2024
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Journal Article
Data Augmentation in High Dimensional Low Sample Size Setting Using a Geometry-Based Variational Autoencoder
Chadebec, Clément, Thibeau-Sutre, Elina, Burgos, Ninon, Allassonnière, Stéphanie
Published in arXiv.org (21.06.2022)
Published in arXiv.org (21.06.2022)
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Journal Article
Uncertainty-based quality assurance of carotid artery wall segmentation in black-blood MRI
Thibeau-Sutre, Elina, Alblas, Dieuwertje, Buurman, Sophie, Brune, Christoph, Wolterink, Jelmer M
Year of Publication 18.08.2023
Year of Publication 18.08.2023
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Journal Article
Visualization approach to assess the robustness of neural networks for medical image classification
Sutre, Elina Thibeau, Colliot, Olivier, Dormont, Didier, Burgos, Ninon
Year of Publication 19.11.2019
Year of Publication 19.11.2019
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Journal Article
Interpretability of Machine Learning Methods Applied to Neuroimaging
Thibeau-Sutre, Elina, Collin, Sasha, Burgos, Ninon, Colliot, Olivier
Published in arXiv.org (14.04.2022)
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Published in arXiv.org (14.04.2022)
Paper
Convolutional Neural Networks for Classification of Alzheimer's Disease: Overview and Reproducible Evaluation
Wen, Junhao, Thibeau-Sutre, Elina, Diaz-Melo, Mauricio, Samper-Gonzalez, Jorge, Routier, Alexandre, Bottani, Simona, Dormont, Didier, Durrleman, Stanley, Burgos, Ninon, Colliot, Olivier
Published in arXiv.org (01.06.2020)
Published in arXiv.org (01.06.2020)
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Journal Article