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Radiomics in medical imaging—“how-to” guide and critical reflection
Radiomics is a quantitative approach to medical imaging, which aims at enhancing the
existing data available to clinicians by means of advanced mathematical analysis. Through …
existing data available to clinicians by means of advanced mathematical analysis. Through …
Radiomics: the facts and the challenges of image analysis
Radiomics is an emerging translational field of research aiming to extract mineable high-
dimensional data from clinical images. The radiomic process can be divided into distinct …
dimensional data from clinical images. The radiomic process can be divided into distinct …
A guide to ComBat harmonization of imaging biomarkers in multicenter studies
The impact of PET image acquisition and reconstruction parameters on SUV measurements
or radiomic feature values is widely documented. This scanner effect is detrimental to the …
or radiomic feature values is widely documented. This scanner effect is detrimental to the …
LIFEx: a freeware for radiomic feature calculation in multimodality imaging to accelerate advances in the characterization of tumor heterogeneity
Textural and shape analysis is gaining considerable interest in medical imaging, particularly
to identify parameters characterizing tumor heterogeneity and to feed radiomic models …
to identify parameters characterizing tumor heterogeneity and to feed radiomic models …
Artificial intelligence: Deep learning in oncological radiomics and challenges of interpretability and data harmonization
Over the last decade there has been an extensive evolution in the Artificial Intelligence (AI)
field. Modern radiation oncology is based on the exploitation of advanced computational …
field. Modern radiation oncology is based on the exploitation of advanced computational …
Radiomics in nuclear medicine: robustness, reproducibility, standardization, and how to avoid data analysis traps and replication crisis
A Zwanenburg - European journal of nuclear medicine and molecular …, 2019 - Springer
Radiomics in nuclear medicine is rapidly expanding. Reproducibility of radiomics studies in
multicentre settings is an important criterion for clinical translation. We therefore performed a …
multicentre settings is an important criterion for clinical translation. We therefore performed a …
A postreconstruction harmonization method for multicenter radiomic studies in PET
Several reports have shown that radiomic features are affected by acquisition and
reconstruction parameters, thus hampering multicenter studies. We propose a method that …
reconstruction parameters, thus hampering multicenter studies. We propose a method that …
Towards clinical application of image mining: a systematic review on artificial intelligence and radiomics
Purpose The aim of this systematic review was to analyse literature on artificial intelligence
(AI) and radiomics, including all medical imaging modalities, for oncological and non …
(AI) and radiomics, including all medical imaging modalities, for oncological and non …
How can we combat multicenter variability in MR radiomics? Validation of a correction procedure
Objective Test a practical realignment approach to compensate the technical variability of
MR radiomic features. Methods T1 phantom images acquired on 2 scanners, FLAIR and …
MR radiomic features. Methods T1 phantom images acquired on 2 scanners, FLAIR and …
Nuclear medicine and artificial intelligence: best practices for evaluation (the RELAINCE guidelines)
An important need exists for strategies to perform rigorous objective clinical-task-based
evaluation of artificial intelligence (AI) algorithms for nuclear medicine. To address this need …
evaluation of artificial intelligence (AI) algorithms for nuclear medicine. To address this need …