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Deep learning: definition and perspectives for thoracic imaging

Maria Vakalopoulou , Guillaume Chassagnon , Nikos Paragios , Marie-Pierre Revel
European Radiology, 2019, 30, p. 2021-2030. ⟨10.1007/s00330-019-06564-3⟩
Article dans une revue hal-02422513v1

Long-term evaluation of computed tomographic lung abnormalities in cystic fibrosis patients treated with ivacaftor

Guillaume Chassagnon , Dominique Hubert , Isabelle Fajac , Pierre-Régis Burgel , Marie-Pierre Revel
European CF Young Investigator Meeting, Feb 2016, Paris, France
Communication dans un congrès hal-01416798v1

Deep Learning–based Approach for Automated Assessment of Interstitial Lung Disease in Systemic Sclerosis on CT Images

Guillaume Chassagnon , Maria Vakalopoulou , Alexis Régent , Evangelia Zacharaki , Galit Aviram , et al.
Radiology: Artificial Intelligence, 2020, 2 (4), pp.e190006. ⟨10.1148/ryai.2020190006⟩
Article dans une revue hal-03133250v1
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Linear and Deformable Image Registration with 3D Convolutional Neural Networks

Stergios Christodoulidis , Mihir Sahasrabudhe , Maria Vakalopoulou , Guillaume Chassagnon , Marie-Pierre Revel , et al.
Reconstruction and Analysis of Moving Body Organs, 21th International Conference on Medical Image Computing and Computer Assisted Intervention 2018, Sep 2018, Grenada, Spain
Communication dans un congrès hal-01935607v1
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Strategies to safely rule out pulmonary embolism in COVID-19 outpatients: a multicenter retrospective study

Guillaume Chassagnon , Mostafa El Hajjam , Samia Boussouar , Marie-Pierre Revel , Ralph Khoury , et al.
European Radiology, 2023, 33 (8), pp.5540-5548. ⟨10.1007/s00330-023-09475-6⟩
Article dans une revue hal-04436996v1

Computed tomography imaging of non-small cell lung cancer

Guillaume Chassagnon , Souhail Bennani , Marie-Pierre Revel
Cancer/Radiothérapie, 2016, 20 (6-7), pp.694-8. ⟨10.1016/j.canrad.2016.08.125⟩
Article dans une revue hal-01416753v1

Elastic Registration–driven Deep Learning for Longitudinal Assessment of Systemic Sclerosis Interstitial Lung Disease at CT

Guillaume Chassagnon , Maria Vakalopoulou , Alexis Régent , Mihir Sahasrabudhe , Rafael Marini , et al.
Radiology, 2021, 298 (1), pp.189-198. ⟨10.1148/radiol.2020200319⟩
Article dans une revue hal-03134510v1
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Systemic air embolism depicted on systematic whole thoracic CT acquisition after percutaneous lung biopsy: Incidence and risk factors

Valérie Monnin-Bares , Guillaume Chassagnon , Hélène Vernhet-Kovacsik , Hamid Zarqane , Juliette Vanoverschelde , et al.
European Journal of Radiology, 2019, 117, pp.26-32. ⟨10.1016/j.ejrad.2019.05.016⟩
Article dans une revue hal-02302626v1
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Deep patch-based priors under a fully convolutional encoder-decoder architecture for interstitial lung disease segmentation

Maria Vakalopoulou , Guillaume Chassagnon , Nikos Paragios , Marie-Pierre Revel , Evangelia I. Zacharaki
ISBI’18 - IEEE International Symposium on Biomedical Imaging, Apr 2018, Washington, D.C., United States
Communication dans un congrès hal-01721714v1

Computer-aided diagnosis (CAD) of subsolid nodules: Evaluation of a commercial CAD system

Joseph Benzakoun , Sébastien Bommart , Joël Coste , Guillaume Chassagnon , Mathieu Lederlin , et al.
European Journal of Radiology, 2016, 85 (10), pp.1728 - 1734. ⟨10.1016/j.ejrad.2016.07.011⟩
Article dans une revue hal-01416763v1
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Certification of Deep Learning Models for Medical Image Segmentation

Othmane Laousy , Alexandre Araujo , Guillaume Chassagnon , Nikos Paragios , Marie Pierre Revel , et al.
MICCAI 2023 - 26th International Conference on Medical Image Computing and Computer Assisted Intervention, Oct 2023, Vancouver (BC), Canada. pp.611-621, ⟨10.1007/978-3-031-43901-8_58⟩
Communication dans un congrès hal-04388114v1

Long-term computed tomographic changes in cystic fibrosis patients treated with ivacaftor

Guillaume Chassagnon , Dominique Hubert , Isabelle Fajac , Pierre-Régis Burgel , Marie-Pierre Revel
European Respiratory Journal, 2016, 48 (1), pp.249 - 252. ⟨10.1183/13993003.01918-2015⟩
Article dans une revue hal-01416766v1

Artificial intelligence applications for thoracic imaging

Guillaume Chassagnon , Maria Vakalopoulou , Nikos Paragios , Marie-Pierre Revel
European Journal of Radiology, 2020, 123, pp.108774. ⟨10.1016/j.ejrad.2019.108774⟩
Article dans une revue hal-02422501v1
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Towards Better Certified Segmentation via Diffusion Models

Othmane Laousy , Alexandre Araujo , Guillaume Chassagnon , Marie-Pierre Revel , Siddharth Garg , et al.
UAI 2023 - The 39th Conference on Uncertainty in Artificial Intelligence -, Jul 2023, Pittsburgh (Pennsylvania), United States. pp.1185-1195
Communication dans un congrès hal-04388219v1

Tracheobronchial Branching Abnormalities: Lobe-based Classification Scheme

Guillaume Chassagnon , Baptiste Morel , Elodie Carpentier , Hubert Ducou Le Pointe , Dominique Sirinelli
Radiographics, 2016, 36 (2), pp.358 - 373. ⟨10.1148/rg.2016150115⟩
Article dans une revue hal-01416774v1
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AI-driven quantification, staging and outcome prediction of COVID-19 pneumonia

Guillaume Chassagnon , Maria Vakalopoulou , Enzo Battistella , Stergios Christodoulidis , Trieu-Nghi Hoang-Thi , et al.
Medical Image Analysis, 2021, 67, pp.101860. ⟨10.1016/j.media.2020.101860⟩
Article dans une revue hal-03133234v1
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Deep learning for lung disease segmentation on CT: Which reconstruction kernel should be used?

Trieu-Nghi Hoang-Thi , Maria Vakalopoulou , Stergios Christodoulidis , Nikos Paragios , Marie-Pierre Revel , et al.
Diagnostic and Interventional Imaging, 2021, 102 (11), pp.691-695. ⟨10.1016/j.diii.2021.10.001⟩
Article dans une revue hal-03539082v1
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AtlasNet: Multi-atlas Non-linear Deep Networks for Medical Image Segmentation

Maria Vakalopoulou , Guillaume Chassagnon , Norbert Bus , Rafael Marini Silva , Evangelia I. Zacharaki , et al.
International Conference on Medical Image Computing and Computer-Assisted Intervention, Sep 2018, Granada, Spain
Communication dans un congrès hal-01958236v2
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Cumulative radiation dose after lung transplantation in patients with cystic fibrosis

I. Fitton , M.-P. Revel , P.-R. Burgel , A. Hernigou , V. Boussaud , et al.
Diagnostic and Interventional Imaging, 2019, 100, pp.287 - 294. ⟨10.1016/j.diii.2018.12.006⟩
Article dans une revue hal-03486273v1

Use of Elastic Registration in Pulmonary MRI for the Assessment of Pulmonary Fibrosis in Patients with Systemic Sclerosis

Guillaume Chassagnon , Charlotte Martin , Rafael Marini , Maria Vakalopoulou , Alexis Régent , et al.
Radiology, 2019, 291 (2), pp.487-492. ⟨10.1148/radiol.2019182099⟩
Article dans une revue hal-02422529v1