Influence of image processing on the robustness of radiomic features derived from magnetic resonance imaging—a phantom study

B Wichtmann, U Attenberger, FM Harder… - ISMRM …, 2018 - archive.ismrm.org
The emerging field of radiomics aims at analyzing quantitative features derived from medical
images to characterize tissue and support clinical decision-making. However, an extensive …

Radiomics feature robustness as measured using an MRI phantom

J Lee, A Steinmann, Y Ding, H Lee, C Owens… - Scientific reports, 2021 - nature.com
Radiomics involves high-throughput extraction of large numbers of quantitative features from
medical images and analysis of these features to predict patients' outcome and support …

Robustness of radiomic features in magnetic resonance imaging: review and a phantom study

R Cattell, S Chen, C Huang - … computing for industry, biomedicine, and art, 2019 - Springer
Radiomic analysis has exponentially increased the amount of quantitative data that can be
extracted from a single image. These imaging biomarkers can aid in the generation of …

Influence of image processing on radiomic features from magnetic resonance imaging

BD Wichtmann, FN Harder, K Weiss… - Investigative …, 2023 - journals.lww.com
Objective Before implementing radiomics in routine clinical practice, comprehensive
knowledge about the repeatability and reproducibility of radiomic features is required. The …

Phantom study investigating the repeatability of radiomic features with alteration of image acquisition parameters in magnetic resonance imaging

R Mitchell-Hay, T Ahearn, A Murray, G Waiter - Journal of Medical Imaging …, 2024 - Elsevier
Background Magnetic resonance imaging (MRI) has many different alterable parameters
that affect how an image appears. This is relevant in radiomics which produces quantitative …

Robustness and reproducibility of radiomics in magnetic resonance imaging: a phantom study

B Baeßler, K Weiss, DP Dos Santos - Investigative radiology, 2019 - journals.lww.com
Objectives The aim of this study was to investigate the robustness and reproducibility of
radiomic features in different magnetic resonance imaging sequences. Materials and …

[HTML][HTML] The impact of the variation of imaging parameters on the robustness of Computed Tomography radiomic features: A review

R Reiazi, E Abbas, P Famiyeh, A Rezaie… - Computers in Biology …, 2021 - Elsevier
The field of radiomics is at the forefront of personalized medicine. However, there is concern
that high variation in imaging parameters will impact robustness of radiomic features and …

Assessment of the effect of intensity standardization on the reliability of T1-weighted MRI radiomic features: experiment on a virtual phantom

M Bologna, VDA Corino… - 2019 41st Annual …, 2019 - ieeexplore.ieee.org
The effect of time of repetition (TR) and time of echo (TE) on radiomic features was
evaluated using a virtual phantom. Forty-two T1-weighted MRI images of the same virtual …

Empirical evaluation of cross-site reproducibility in radiomic features for characterizing prostate MRI

P Chirra, P Leo, M Yim, BN Bloch… - Medical imaging …, 2018 - spiedigitallibrary.org
The recent advent of radiomics has enabled the development of prognostic and predictive
tools which use routine imaging, but a key question that still remains is how reproducible …

Discrimination of tumor texture based on MRI radiomic features: is there a volume threshold? a phantom study

J Santinha, L Bianchini, M Figueiredo, C Matos… - Applied Sciences, 2022 - mdpi.com
Featured Application This study provides quantitative data about the loss of informative
content of MRI radiomic features when calculated on small volumes. Besides providing …