Nikos Paragios

Affiliations

Gustave Roussy-CentraleSupélec-TheraPanacea Center of Artificial Intelligence in Radiation Therapy and Oncology, Gustave Roussy Cancer Campus, Villejuif, France.

Publications (25)

Deep Learning-Based Concurrent Brain Registration and Tumor Segmentation.

Frontiers in computational neuroscience

Avec: Théo Estienne , Marvin Lerousseau , Maria Vakalopoulou , Emilie Alvarez Andres , Enzo Battistella , Alexandre Carré , Siddhartha Chandra , Stergios Christodoulidis , Mihir Sahasrabudhe , Roger Sun , Charlotte Robert , Hugues Talbot , Nikos Paragios , Eric Deutsch

Demystification of AI-driven medical image interpretation: past, present and future.

European radiology

Avec: Peter Savadjiev , Jaron Chong , Anthony Dohan , Maria Vakalopoulou , Caroline Reinhold , Nikos Paragios , Benoit Gallix

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

Radiology

Avec: Guillaume Chassagnon , Maria Vakalopoulou , Alexis Régent , Mihir Sahasrabudhe , Rafael Marini , Trieu-Nghi Hoang-Thi , Anh-Tuan Dinh-Xuan , Bertrand Dunogué , Luc Mouthon , Nikos Paragios , Marie-Pierre Revel

A multi-centric evaluation of self-learning GAN based pseudo-CT generation software for low field pelvic magnetic resonance imaging.

Frontiers in oncology

Avec: Jessica Prunaretty , Gorkem Güngör , Thierry Gevaert , David Azria , Simon Valdenaire , Panagiotis Balermpas , Luca Boldrini , Michael David Chuong , Mark De Ridder , Leo Hardy , Sanmady Kandiban , Philippe Maingon , Kathryn Elizabeth Mittauer , Enis Ozyar , Thais Roque , Lorenzo Colombo , Nikos Paragios , Ryan Pennell , Lorenzo Placidi , Kumar Shreshtha , M P Speiser , Stephanie Tanadini-Lang , Vincenzo Valentini , Pascal Fenoglietto

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

Radiology. Artificial intelligence

Avec: Guillaume Chassagnon , Maria Vakalopoulou , Alexis Régent , Evangelia I Zacharaki , Galit Aviram , Charlotte Martin , Rafael Marini , Norbert Bus , Naïm Jerjir , Arsène Mekinian , Thông Hua-Huy , Laurence Monnier-Cholley , Nouria Benmostefa , Luc Mouthon , Anh-Tuan Dinh-Xuan , Nikos Paragios , Marie-Pierre Revel

Radiomics to predict outcomes and abscopal response of patients with cancer treated with immunotherapy combined with radiotherapy using a validated signature of CD8 cells.

Journal for immunotherapy of cancer

Avec: Roger Sun , Nora Sundahl , Markus Hecht , Florian Putz , Andrea Lancia , Angela Rouyar , Marina Milic , Alexandre Carré , Enzo Battistella , Emilie Alvarez Andres , Stéphane Niyoteka , Edouard Romano , Guillaume Louvel , Jérôme Durand-Labrunie , Sophie Bockel , Rastilav Bahleda , Charlotte Robert , Celine Boutros , Maria Vakalopoulou , Nikos Paragios , Benjamin Frey , Jean-Charles Soria , Christophe Massard , Charles Ferté , Rainer Fietkau , Piet Ost , Udo Gaipl , Eric Deutsch

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

Radiology

Avec: Guillaume Chassagnon , Charlotte Martin , Rafael Marini , Maria Vakalopolou , Alexis Régent , Luc Mouthon , Nikos Paragios , Marie-Pierre Revel

Artificial intelligence applications for thoracic imaging.

European journal of radiology

Avec: Guillaume Chassagnon , Maria Vakalopoulou , Nikos Paragios , Marie-Pierre Revel

Standardizing and improving dose predictions for head and neck cancers using complete sets of OAR contours.

Medical physics

Avec: Jacob S Buatti , Neil Kirby , Sotirios Stathakis , Ruiqi Li , Sruthi Sivabhaskar , Michelle de Oliveira , Kristen Duke , Christopher N Kabat , Niko Papanikolaou , Nikos Paragios

Reinventing radiation therapy with machine learning and imaging bio-markers (radiomics): State-of-the-art, challenges and perspectives.

Methods (San Diego, Calif.)

Avec: Laurent Dercle , Theophraste Henry , Alexandre Carré , Nikos Paragios , Eric Deutsch , Charlotte Robert

Standardization of brain MR images across machines and protocols: bridging the gap for MRI-based radiomics.

Scientific reports

Avec: Alexandre Carré , Guillaume Klausner , Myriam Edjlali , Marvin Lerousseau , Jade Briend-Diop , Roger Sun , Samy Ammari , Sylvain Reuzé , Emilie Alvarez Andres , Théo Estienne , Stéphane Niyoteka , Enzo Battistella , Maria Vakalopoulou , Frédéric Dhermain , Nikos Paragios , Eric Deutsch , Catherine Oppenheim , Johan Pallud , Charlotte Robert

Joint Deformable Image Registration and ADC Map Regularization: Application to DWI-Based Lymphoma Classification.

IEEE journal of biomedical and health informatics

Avec: Evgenios N Kornaropoulos , Evangelia I Zacharaki , Pierre Zerbib , Chieh Lin , Alain Rahmouni , Nikos Paragios

Single-timepoint low-dimensional characterization and classification of acute versus chronic multiple sclerosis lesions using machine learning.

NeuroImage

Avec: Bastien Caba , Alexandre Cafaro , Aurélien Lombard , Douglas L Arnold , Colm Elliott , Dawei Liu , Xiaotong Jiang , Arie Gafson , Elizabeth Fisher , Shibeshih Mitiku Belachew , Nikos Paragios

Translational frontiers and clinical opportunities of immunologically-fitted radiotherapy.

Clinical cancer research : an official journal of the American Association for Cancer Research

Avec: Daphné Morel , Charlotte Robert , Nikos Paragios , Vincent Grégoire , Eric Deutsch

Deep learning: definition and perspectives for thoracic imaging.

European radiology

Avec: Guillaume Chassagnon , Maria Vakalopolou , Nikos Paragios , Marie-Pierre Revel

Weakly Supervised Learning of Metric Aggregations for Deformable Image Registration.

IEEE journal of biomedical and health informatics

Avec: Enzo Ferrante , Puneet Kumar Dokania , Rafael Marini Silva , Nikos Paragios

Deep Multi-Instance Learning Using Multi-Modal Data for Diagnosis of Lymphocytosis.

IEEE journal of biomedical and health informatics

Avec: Mihir Sahasrabudhe , Pierre Sujobert , Evangelia I Zacharaki , Eugenie Maurin , Beatrice Grange , Laurent Jallades , Nikos Paragios , Maria Vakalopoulou

Automatic AI-based contouring of prostate MRI for online adaptive radiotherapy.

Zeitschrift fur medizinische Physik

Avec: Marcel Nachbar , Monica Lo Russo , Cihan Gani , Simon Boeke , Daniel Wegener , Frank Paulsen , Daniel Zips , Thais Roque , Nikos Paragios , Daniela Thorwarth

The STOIC2021 COVID-19 AI challenge: Applying reusable training methodologies to private data.

Medical image analysis

Avec: Luuk H Boulogne , Julian Lorenz , Daniel Kienzle , Robin Schön , Katja Ludwig , Rainer Lienhart , Simon Jégou , Guang Li , Cong Chen , Qi Wang , Derik Shi , Mayug Maniparambil , Dominik Müller , Silvan Mertes , Niklas Schröter , Fabio Hellmann , Miriam Elia , Ine Dirks , Matías Nicolás Bossa , Abel Díaz Berenguer , Tanmoy Mukherjee , Jef Vandemeulebroucke , Hichem Sahli , Nikos Deligiannis , Panagiotis Gonidakis , Ngoc Dung Huynh , Imran Razzak , Reda Bouadjenek , Mario Verdicchio , Pasquale Borrelli , Marco Aiello , James A Meakin , Alexander Lemm , Christoph Russ , Razvan Ionasec , Nikos Paragios , Bram van Ginneken , Marie-Pierre Revel-Dubois

Dosimetry-Driven Quality Measure of Brain Pseudo Computed Tomography Generated From Deep Learning for MRI-Only Radiation Therapy Treatment Planning.

International journal of radiation oncology, biology, physics

Avec: Emilie Alvarez Andres , Lucas Fidon , Maria Vakalopoulou , Marvin Lerousseau , Alexandre Carré , Roger Sun , Guillaume Klausner , Samy Ammari , Nathan Benzazon , Sylvain Reuzé , Théo Estienne , Stéphane Niyoteka , Enzo Battistella , Angéla Rouyar , Georges Noël , Anne Beaudre , Frédéric Dhermain , Eric Deutsch , Nikos Paragios , Charlotte Robert

Quantification of Cystic Fibrosis Lung Disease with Radiomics-based CT Scores.

Radiology. Cardiothoracic imaging

Avec: Guillaume Chassagnon , Evangelia I Zacharaki , Sébastien Bommart , Pierre-Régis Burgel , Raphael Chiron , Séverine Dangeard , Nikos Paragios , Clémence Martin , Marie-Pierre Revel

Deep learning for lung disease segmentation on CT: Which reconstruction kernel should be used?

Diagnostic and interventional imaging

Avec: Trieu-Nghi Hoang-Thi , Maria Vakalopoulou , Stergios Christodoulidis , Nikos Paragios , Marie-Pierre Revel , Guillaume Chassagnon

AI-driven quantification, staging and outcome prediction of COVID-19 pneumonia.

Medical image analysis

Avec: Guillaume Chassagnon , Maria Vakalopoulou , Enzo Battistella , Stergios Christodoulidis , Trieu-Nghi Hoang-Thi , Severine Dangeard , Eric Deutsch , Fabrice Andre , Enora Guillo , Nara Halm , Stefany El Hajj , Florian Bompard , Sophie Neveu , Chahinez Hani , Ines Saab , Aliénor Campredon , Hasmik Koulakian , Souhail Bennani , Gael Freche , Maxime Barat , Aurelien Lombard , Laure Fournier , Hippolyte Monnier , Téodor Grand , Jules Gregory , Yann Nguyen , Antoine Khalil , Elyas Mahdjoub , Pierre-Yves Brillet , Stéphane Tran Ba , Valérie Bousson , Ahmed Mekki , Robert-Yves Carlier , Marie-Pierre Revel , Nikos Paragios

Investigation of radiomics based intra-patient inter-tumor heterogeneity and the impact of tumor subsampling strategies.

Scientific reports

Avec: T Henry , R Sun , M Lerousseau , T Estienne , C Robert , B Besse , C Robert , N Paragios , E Deutsch

The use of image synthesis techniques in target and roi delineation in the upright position.

Journal of applied clinical medical physics

Avec: Andries Niek Schreuder , Nikos Paragios , Michael Kissick , Michelle Lis , Tracy S A Underwood , Rockwell Mackie

Réseau de co-auteurs

Maria Vakalopoulou 11 collaborations

Guillaume Chassagnon 8 collaborations

Marie-Pierre Revel 8 collaborations

Eric Deutsch 7 collaborations

Charlotte Robert 6 collaborations

Enzo Battistella 5 collaborations

Alexandre Carré 5 collaborations

Emilie Alvarez Andres 4 collaborations

Roger Sun 4 collaborations

Evangelia I Zacharaki 4 collaborations

Théo Estienne 3 collaborations

Marvin Lerousseau 3 collaborations

Stergios Christodoulidis 3 collaborations

Mihir Sahasrabudhe 3 collaborations

Alexis Régent 3 collaborations

Rafael Marini 3 collaborations

Trieu-Nghi Hoang-Thi 3 collaborations

Luc Mouthon 3 collaborations

Stéphane Niyoteka 3 collaborations

Anh-Tuan Dinh-Xuan 2 collaborations

Thais Roque 2 collaborations

Charlotte Martin 2 collaborations

Maria Vakalopolou 2 collaborations

Guillaume Klausner 2 collaborations

Samy Ammari 2 collaborations

Sylvain Reuzé 2 collaborations

Frédéric Dhermain 2 collaborations

C Robert 2 collaborations

Siddhartha Chandra 1 collaboration

Hugues Talbot 1 collaboration

Peter Savadjiev 1 collaboration

Jaron Chong 1 collaboration

Anthony Dohan 1 collaboration

Caroline Reinhold 1 collaboration

Benoit Gallix 1 collaboration

Bertrand Dunogué 1 collaboration

Jessica Prunaretty 1 collaboration

Gorkem Güngör 1 collaboration

Thierry Gevaert 1 collaboration

David Azria 1 collaboration

Simon Valdenaire 1 collaboration

Panagiotis Balermpas 1 collaboration

Luca Boldrini 1 collaboration

Michael David Chuong 1 collaboration

Mark De Ridder 1 collaboration

Leo Hardy 1 collaboration

Sanmady Kandiban 1 collaboration

Philippe Maingon 1 collaboration

Kathryn Elizabeth Mittauer 1 collaboration

Enis Ozyar 1 collaboration

Lorenzo Colombo 1 collaboration

Ryan Pennell 1 collaboration

Lorenzo Placidi 1 collaboration

Kumar Shreshtha 1 collaboration

M P Speiser 1 collaboration

Stephanie Tanadini-Lang 1 collaboration

Vincenzo Valentini 1 collaboration

Pascal Fenoglietto 1 collaboration

Galit Aviram 1 collaboration

Norbert Bus 1 collaboration

Naïm Jerjir 1 collaboration

Arsène Mekinian 1 collaboration

Thông Hua-Huy 1 collaboration

Laurence Monnier-Cholley 1 collaboration

Nouria Benmostefa 1 collaboration

Nora Sundahl 1 collaboration

Markus Hecht 1 collaboration

Florian Putz 1 collaboration

Andrea Lancia 1 collaboration

Angela Rouyar 1 collaboration

Marina Milic 1 collaboration

Edouard Romano 1 collaboration

Guillaume Louvel 1 collaboration

Jérôme Durand-Labrunie 1 collaboration

Sophie Bockel 1 collaboration

Rastilav Bahleda 1 collaboration

Celine Boutros 1 collaboration

Benjamin Frey 1 collaboration

Jean-Charles Soria 1 collaboration

Christophe Massard 1 collaboration

Charles Ferté 1 collaboration

Rainer Fietkau 1 collaboration

Piet Ost 1 collaboration

Udo Gaipl 1 collaboration

Jacob S Buatti 1 collaboration

Neil Kirby 1 collaboration

Sotirios Stathakis 1 collaboration

Ruiqi Li 1 collaboration

Sruthi Sivabhaskar 1 collaboration

Michelle de Oliveira 1 collaboration

Kristen Duke 1 collaboration

Christopher N Kabat 1 collaboration

Niko Papanikolaou 1 collaboration

Laurent Dercle 1 collaboration

Theophraste Henry 1 collaboration

Myriam Edjlali 1 collaboration

Jade Briend-Diop 1 collaboration

Catherine Oppenheim 1 collaboration

Johan Pallud 1 collaboration

Evgenios N Kornaropoulos 1 collaboration

Pierre Zerbib 1 collaboration

Chieh Lin 1 collaboration

Alain Rahmouni 1 collaboration

Bastien Caba 1 collaboration

Alexandre Cafaro 1 collaboration

Aurélien Lombard 1 collaboration

Douglas L Arnold 1 collaboration

Colm Elliott 1 collaboration

Dawei Liu 1 collaboration

Xiaotong Jiang 1 collaboration

Arie Gafson 1 collaboration

Elizabeth Fisher 1 collaboration

Shibeshih Mitiku Belachew 1 collaboration

Daphné Morel 1 collaboration

Vincent Grégoire 1 collaboration

Enzo Ferrante 1 collaboration

Puneet Kumar Dokania 1 collaboration

Rafael Marini Silva 1 collaboration

Pierre Sujobert 1 collaboration

Eugenie Maurin 1 collaboration

Beatrice Grange 1 collaboration

Laurent Jallades 1 collaboration

Marcel Nachbar 1 collaboration

Monica Lo Russo 1 collaboration

Cihan Gani 1 collaboration

Simon Boeke 1 collaboration

Daniel Wegener 1 collaboration

Frank Paulsen 1 collaboration

Daniel Zips 1 collaboration

Daniela Thorwarth 1 collaboration

Luuk H Boulogne 1 collaboration

Julian Lorenz 1 collaboration

Daniel Kienzle 1 collaboration

Robin Schön 1 collaboration

Katja Ludwig 1 collaboration

Rainer Lienhart 1 collaboration

Simon Jégou 1 collaboration

Guang Li 1 collaboration

Cong Chen 1 collaboration

Qi Wang 1 collaboration

Derik Shi 1 collaboration

Mayug Maniparambil 1 collaboration

Dominik Müller 1 collaboration

Silvan Mertes 1 collaboration

Niklas Schröter 1 collaboration

Fabio Hellmann 1 collaboration

Miriam Elia 1 collaboration

Ine Dirks 1 collaboration

Matías Nicolás Bossa 1 collaboration

Abel Díaz Berenguer 1 collaboration

Tanmoy Mukherjee 1 collaboration

Jef Vandemeulebroucke 1 collaboration

Hichem Sahli 1 collaboration

Nikos Deligiannis 1 collaboration

Panagiotis Gonidakis 1 collaboration

Ngoc Dung Huynh 1 collaboration

Imran Razzak 1 collaboration

Reda Bouadjenek 1 collaboration

Mario Verdicchio 1 collaboration

Pasquale Borrelli 1 collaboration

Marco Aiello 1 collaboration

James A Meakin 1 collaboration

Alexander Lemm 1 collaboration

Christoph Russ 1 collaboration

Razvan Ionasec 1 collaboration

Bram van Ginneken 1 collaboration

Marie-Pierre Revel-Dubois 1 collaboration

Lucas Fidon 1 collaboration

Nathan Benzazon 1 collaboration

Angéla Rouyar 1 collaboration

Georges Noël 1 collaboration

Anne Beaudre 1 collaboration

Sébastien Bommart 1 collaboration

Pierre-Régis Burgel 1 collaboration

Raphael Chiron 1 collaboration

Séverine Dangeard 1 collaboration

Clémence Martin 1 collaboration

Severine Dangeard 1 collaboration

Fabrice Andre 1 collaboration

Enora Guillo 1 collaboration

Nara Halm 1 collaboration

Stefany El Hajj 1 collaboration

Florian Bompard 1 collaboration

Sophie Neveu 1 collaboration

Chahinez Hani 1 collaboration

Ines Saab 1 collaboration

Aliénor Campredon 1 collaboration

Hasmik Koulakian 1 collaboration

Souhail Bennani 1 collaboration

Gael Freche 1 collaboration

Maxime Barat 1 collaboration

Aurelien Lombard 1 collaboration

Laure Fournier 1 collaboration

Hippolyte Monnier 1 collaboration

Téodor Grand 1 collaboration

Jules Gregory 1 collaboration

Yann Nguyen 1 collaboration

Antoine Khalil 1 collaboration

Elyas Mahdjoub 1 collaboration

Pierre-Yves Brillet 1 collaboration

Stéphane Tran Ba 1 collaboration

Valérie Bousson 1 collaboration

Ahmed Mekki 1 collaboration

Robert-Yves Carlier 1 collaboration

T Henry 1 collaboration

R Sun 1 collaboration

M Lerousseau 1 collaboration

T Estienne 1 collaboration

B Besse 1 collaboration

N Paragios 1 collaboration

E Deutsch 1 collaboration

Andries Niek Schreuder 1 collaboration

Michael Kissick 1 collaboration

Michelle Lis 1 collaboration

Tracy S A Underwood 1 collaboration

Rockwell Mackie 1 collaboration