AI-based chest CT analysis enabling rapid COVID diagnosis and prognosis

Livrables

New release of the icolung software v1

New releases of the icolung software

New release of the icolung software v4

New releases of the icolung software

New release of the icolung software v3

New releases of the icolung software

New release of the icolung software v2

New releases of the icolung software

Results of the real world validation of the prognostic performance of icolung
Results of reader study and the SUS and impact survey
Report on clinical implementation guidance
Results of the real world validation of the diagnostic performance of icolung
Results of follow-up reader study

Results of the followup reader study and SUS and impact survey

Data management plan

Finalised data management planThe data management plan of the consortium agreement will be refined in terms of data standardisation and vocabulary metadata overviews and data access after the consortium

Health economical impact of icolung

Data sharing platform

Publications

Comparative study of deep learning methods for the automatic segmentation of lung, lesion and lesion type in CT scans of COVID-19 patients

Auteurs: Sofie Tilborghs, Ine Dirks, Lucas Fidon, Siri Willems, Tom Eelbode, Jeroen Bertels, Bart Ilsen, Arne Brys, Adriana Dubbeldam, Nico Buls, Panagiotis Gonidakis, Sebastián Amador Sánchez, Annemiek Snoeckx, Paul M. Parizel, Johan de Mey, Dirk Vandermeulen, Tom Vercauteren, David Robben, Dirk Smeets, Frederik Maes, Jef Vandemeulebroucke, Paul Suetens
Publié dans: arXiv, 2020
Éditeur: arXiv
DOI: 10.5281/zenodo.5847471

ECONet: Efficient Convolutional Online Likelihood Network for Scribble-based Interactive Segmentation

Auteurs: Asad Muhammad; Fidon Lucas; Vercauteren Tom
Publié dans: arXiv, Numéro 1, 2022
Éditeur: arXiv
DOI: 10.5281/zenodo.7781876

Adaptive Multi-scale Online Likelihood Network for AI-assisted Interactive Segmentation

Auteurs: Muhammad Asad; Helena Williams; Indrajeet Mandal; Sarim Ather; Jan Deprest; Jan D'hooge; Tom Vercauteren
Publié dans: arXiv, Numéro 3, 2023
Éditeur: arXiv
DOI: 10.48550/arXiv.2303.13696

Explainable-by-design Semi-Supervised Representation Learning for COVID-19 Diagnosis from CT Imaging

Auteurs: Abel Díaz Berenguer, Hichem Sahli, Boris Joukovsky, Maryna Kvasnytsia, Ine Dirks, Mitchel Alioscha-Perez, Nikos Deligiannis, Panagiotis Gonidakis, Sebastián Amador Sánchez, Redona Brahimetaj, Evgenia Papavasileiou, Jonathan Cheung-Wai Chana, Fei Li, Shangzhen Song, Yixin Yang, Sofie Tilborghs, Siri Willems, Tom Eelbode, Jeroen Bertels, Dirk Vandermeulen, Frederik Maes, Paul Suetens, Lucas Fidon
Publié dans: arXiv, 2020
Éditeur: arXiv
DOI: 10.5281/zenodo.5847434

Automatized lung disease quantification in patients with COVID-19 as a predictive tool to assess hospitalization severity

Auteurs: Guiot Julien; Maes Nathalie; Winandy Marie; Henket Monique; Ernst Benoit; Thys Marie; Frix Anne-Noelle; Morimont Philippe; Rousseau Anne-Françoise; Canivet Perrine; Louis Renaud; Misset Benoît; Meunier Paul; Charbonnier Jean-Paul; Lambermont Bernard
Publié dans: Frontiers in Medicine, Numéro 1, 2022, ISSN 2296-858X
Éditeur: Frontiers
DOI: 10.3389/fmed.2022.930055

Improving and Externally Validating Mortality Prediction Models for COVID-19 Using Publicly Available Data

Auteurs: Avishek Chatterjee, Guus Wilmink, Henry Woodruff, & Philippe Lambin
Publié dans: BioMed, 2021, ISSN 2673-8430
Éditeur: MDPI
DOI: 10.3390/biomed2010002

Data harmonisation for information fusion in digital healthcare: A state-of-the-art systematic review, meta-analysis and future research directions

Auteurs: Yang Nan; Javier Del Ser; Simon Walsh; Carola Schonlieb; Michael Roberts; Ian Selby; Kit Howard; John Owen; Jon Neville; Julien Guiot; Benoit Ernst; Ana Pastor; Angel Alberich-Bayarri; Marion I. Menzel; Sean Walsh; Wim Vos; Nina Flerin; Jean-Paul Charbonnier; Eva van Rikxoort; Avishek Chatterjee; Henry Woodruff; Philippe Lambin; Leonor Cerda-Alberich; Luis Martí-Bonmatí; Francisco Herrera; Guang
Publié dans: Information Fusion, Numéro 1, 2022, ISSN 1566-2535
Éditeur: Elsevier BV
DOI: 10.1016/j.inffus.2022.01.001

Limitations of Only Reporting the Odds Ratio in the Age of Precision Medicine: A Deterministic Simulation Study

Auteurs: Avishek Chatterjee, Henry Woodruff, Guangyao Wu, Philippe Lambin
Publié dans: Frontiers in Medicine, Numéro 8, 2021, ISSN 2296-858X
Éditeur: Frontiers Media S.A.
DOI: 10.3389/fmed.2021.640854

Can predicting COVID-19 mortality in a European cohort using only demographic and comorbidity data surpass age-based prediction: An externally validated study

Auteurs: Avishek Chatterjee, Guangyao Wu, Sergey Primakov, Cary Oberije, Henry Woodruff, Pieter Kubben, Ronald Henry, Marcel J. H. Aries, Martijn Beudel, Peter G. Noordzij, Tom Dormans, Niels C. Gritters van den Oever, Joop P. van den Bergh, Caroline E. Wyers, Suat Simsek, Renée Douma, Auke C. Reidinga, Martijn D. de Kruif, Julien Guiot, Anne-Noelle Frix, Renaud Louis, Michel Moutschen, Pierre Lovinfosse,
Publié dans: PLOS ONE, Numéro 16/4, 2021, Page(s) e0249920, ISSN 1932-6203
Éditeur: Public Library of Science
DOI: 10.1371/journal.pone.0249920

AI-Based Chest CT Analysis for Rapid COVID-19 Diagnosis and Prognosis: A Practical Tool to Flag High-Risk Patients and Lower Healthcare Costs

Auteurs: Giovanni Esposito; Benoit Ernst; Monique Henket; Marie Winandy; Avishek Chatterjee; Simon Van Eyndhoven; Jelle Praet; Dirk Smeets; Paul Meunier; Renaud Louis; Philippe Kolh; Julien Guiot
Publié dans: Diagnostics, Numéro 3, 2022, ISSN 2075-4418
Éditeur: MDPI
DOI: 10.3390/diagnostics12071608

Making Radiomics More Reproducible across Scanner and Imaging Protocol Variations: A Review of Harmonization Methods

Auteurs: Shruti Atul Mali; Abdalla Ibrahim; Henry C. Woodruff; Vincent Andrearczyk; Henning Müller; Sergey Primakov; Zohaib Salahuddin; Avishek Chatterjee; Philippe Lambin
Publié dans: Journal of Personalized Medicine, Vol 11, Iss 842, p 842 (2021), Numéro 2, 2021, ISSN 2075-4426
Éditeur: MDPI
DOI: 10.3390/jpm11090842

An externally validated fully automated deep learning algorithm to classify COVID-19 and other pneumonias on chest computed tomography

Auteurs: Akshayaa Vaidyanathan; Julien Guiot; Fadila Zerka; Flore Belmans; Ingrid Van Peufflik; Louis Deprez; Denis Danthine; Gregory Canivet; Philippe Lambin; Sean Walsh; Mariaelena Occhipinti; Paul Meunier; Wim Vos; Pierre Lovinfosse; Ralph T.H. Leijenaar
Publié dans: ERJ open research, Numéro 2, 2022, ISSN 2312-0541
Éditeur: ERS
DOI: 10.1183/23120541.00579-2021

Knowledge Graphs for COVID-19: An Exploratory Review of the Current Landscape

Auteurs: Avishek Chatterjee, Cosimo Nardi, Cary Oberije, Philippe Lambin
Publié dans: Journal of Personalized Medicine, Numéro 11/4, 2021, Page(s) 300, ISSN 2075-4426
Éditeur: MDPI Multidisciplinary Digital Publishing Institute
DOI: 10.3390/jpm11040300

FastGeodis: Fast Generalised Geodesic Distance Transform

Auteurs: Asad Muhammad; Dorent Reuben; Vercauteren Tom
Publié dans: Journal of open science software, Numéro 5, 2022, ISSN 2475-9066
Éditeur: Journal of open science software
DOI: 10.21105/joss.04532

The Role of Imaging in the Detection of Non-COVID-19 Pathologies during the Massive Screening of the First Pandemic Wave

Auteurs: Perrine Canivet, Colin Desir, Marie Thys, Monique Henket, Anne-Noëlle Frix, Benoit Ernst, Sean Walsh, Mariaelena Occhipinti, Wim Vos, Nathalie Maes, Jean Luc Canivet, Renaud Louis, Paul Meunier, Julien Guiot
Publié dans: Diagnostics, 2022, ISSN 2075-4418
Éditeur: MDPI
DOI: 10.3390/diagnostics12071567

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