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Published in: European Radiology 10/2020

01-10-2020 | Editorial

Medical imaging informatics, more than ‘just’ deep learning

Authors: Peter M.A. van Ooijen, Yeshaswini Nagaraj, Allard Olthof

Published in: European Radiology | Issue 10/2020

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Excerpt

The past years, medical imaging informatics research has increasingly been dominated by Artificial Intelligence (AI) as the primary topic and then especially deep learning (DL). DL applications for detection, segmentation, diagnosis and prediction are an ever-growing part of the abstracts received in international conferences and the main topic of many courses and meetings. However, the field of medical imaging informatics as defined in the ESR Training Curriculum includes a multitude of different topics (https://​www.​myesr.​org/​education/​training-curricula). Because of this, also this year, we still see a variety of abstracts covering the most recent developments in different medical imaging informatics topics. This year, this resulted in 27 orally presented abstracts from all over the world in roughly 12 different topics. This number is excluding all abstracts that were submitted to the section of AI and DL. Two main Imaging Informatics topics are the increased use of radiomics & texture analysis and the more extensive application of Business Analytics and data mining. …
Literature
4.
go back to reference Osman N (2020) RPS 1005a-3 - Quantitative Ultrasound texture analysis of the foetal lung versus foetal pulmonary artery Doppler as a non-invasive predictor of neonatal respiratory distress syndrome (RDS). ECR 2020 Book of Abstracts. Insights Imaging. https://doi.org/10.1186/s13244-020-00851-0 Osman N (2020) RPS 1005a-3 - Quantitative Ultrasound texture analysis of the foetal lung versus foetal pulmonary artery Doppler as a non-invasive predictor of neonatal respiratory distress syndrome (RDS). ECR 2020 Book of Abstracts. Insights Imaging. https://​doi.​org/​10.​1186/​s13244-020-00851-0
6.
go back to reference Polidori T, Caruso D, Muscogiuri E, de Santis D, Laghi A (2020) RPS 1005a-5 - The influence of different levels of adaptive statistical iterative reconstruction (ASIR) regarding computed tomography texture features. ECR 2020 Book of Abstracts. Insights Imaging. https://doi.org/10.1186/s13244-020-00851-0 Polidori T, Caruso D, Muscogiuri E, de Santis D, Laghi A (2020) RPS 1005a-5 - The influence of different levels of adaptive statistical iterative reconstruction (ASIR) regarding computed tomography texture features. ECR 2020 Book of Abstracts. Insights Imaging. https://​doi.​org/​10.​1186/​s13244-020-00851-0
12.
go back to reference Vosshenrich J, Nesic I, Cyriac J, Boll D, Merkle E, Heye T (2020) RPS 1305-11 - Data mining of metrics from a report comparison tool can reveal daytime and shift dependent trends in the quality of residents' reports. ECR 2020 Book of Abstracts. Insights Imaging. https://doi.org/10.1186/s13244-020-00851-0 Vosshenrich J, Nesic I, Cyriac J, Boll D, Merkle E, Heye T (2020) RPS 1305-11 - Data mining of metrics from a report comparison tool can reveal daytime and shift dependent trends in the quality of residents' reports. ECR 2020 Book of Abstracts. Insights Imaging. https://​doi.​org/​10.​1186/​s13244-020-00851-0
15.
go back to reference Shem S, Umdagas H, Nkubli F, Joseph D, Ibrahim M (2020) RPS 1305-8 - Challenges, opportunities, and strategies of global health radiology in low-middle income countries (LMIC): an excerpt review. ECR 2020 Book of Abstracts. Insights Imaging. https://doi.org/10.1186/s13244-020-00851-0 Shem S, Umdagas H, Nkubli F, Joseph D, Ibrahim M (2020) RPS 1305-8 - Challenges, opportunities, and strategies of global health radiology in low-middle income countries (LMIC): an excerpt review. ECR 2020 Book of Abstracts. Insights Imaging. https://​doi.​org/​10.​1186/​s13244-020-00851-0
16.
go back to reference Mahajan P, Sanousi A, Al Maslamani N (2020) RPS 1305-14 - Assessment of the user acceptance of a radiology information system (RIS) and picture archiving and communication system (PACS) at a hospital in Qatar. ECR 2020 Book of Abstracts. Insights Imaging. https://doi.org/10.1186/s13244-020-00851-0 Mahajan P, Sanousi A, Al Maslamani N (2020) RPS 1305-14 - Assessment of the user acceptance of a radiology information system (RIS) and picture archiving and communication system (PACS) at a hospital in Qatar. ECR 2020 Book of Abstracts. Insights Imaging. https://​doi.​org/​10.​1186/​s13244-020-00851-0
17.
go back to reference Wachsman U, Shelef I, Lior Y, Ben-Arie G (2020) RPS 1305-4 - The effect of changing the method of teaching radiology to interactive clinically-based learning on the achievements of medical students in imaging. ECR 2020 Book of Abstracts. Insights Imaging. https://doi.org/10.1186/s13244-020-00851-0 Wachsman U, Shelef I, Lior Y, Ben-Arie G (2020) RPS 1305-4 - The effect of changing the method of teaching radiology to interactive clinically-based learning on the achievements of medical students in imaging. ECR 2020 Book of Abstracts. Insights Imaging. https://​doi.​org/​10.​1186/​s13244-020-00851-0
18.
go back to reference Huisman M, Ranschaert E, Parker W et al (2020) RPS 1305-5 - Professional social media use is associated with having received advanced scientific training: results from an international survey in 1,041 radiologists and residents. ECR 2020 Book of Abstracts. Insights Imaging. https://doi.org/10.1186/s13244-020-00851-0 Huisman M, Ranschaert E, Parker W et al (2020) RPS 1305-5 - Professional social media use is associated with having received advanced scientific training: results from an international survey in 1,041 radiologists and residents. ECR 2020 Book of Abstracts. Insights Imaging. https://​doi.​org/​10.​1186/​s13244-020-00851-0
20.
go back to reference Eiroa Gutiérrez D, Del Castillo Ascanio M, Roson Gradaille N, Mast Vilaseca R, Ramirez Tucas K, Pantoja Ortiz V (2020) RPS 1305-1 - The current state of knowledge of imaging informatics amongst Spanish radiologists. ECR 2020 Book of Abstracts. Insights Imaging. https://doi.org/10.1186/s13244-020-00851-0 Eiroa Gutiérrez D, Del Castillo Ascanio M, Roson Gradaille N, Mast Vilaseca R, Ramirez Tucas K, Pantoja Ortiz V (2020) RPS 1305-1 - The current state of knowledge of imaging informatics amongst Spanish radiologists. ECR 2020 Book of Abstracts. Insights Imaging. https://​doi.​org/​10.​1186/​s13244-020-00851-0
Metadata
Title
Medical imaging informatics, more than ‘just’ deep learning
Authors
Peter M.A. van Ooijen
Yeshaswini Nagaraj
Allard Olthof
Publication date
01-10-2020
Publisher
Springer Berlin Heidelberg
Published in
European Radiology / Issue 10/2020
Print ISSN: 0938-7994
Electronic ISSN: 1432-1084
DOI
https://doi.org/10.1007/s00330-020-06939-x

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