The application of a workflow integrating the variable reproducibility and harmonizability of radiomic features on a phantom dataset
Radiomics–the high throughput extraction of quantitative features from medical images and
their correlation with clinical and biological endpoints-is the subject of active and extensive …
their correlation with clinical and biological endpoints-is the subject of active and extensive …
Benchmarking various radiomic toolkit features while applying the image biomarker standardization initiative toward clinical translation of radiomic analysis
The image biomarkers standardization initiative (IBSI) was formed to address the
standardization of extraction of quantifiable imaging metrics. Despite its effort, there remains …
standardization of extraction of quantifiable imaging metrics. Despite its effort, there remains …
The effects of in-plane spatial resolution on CT-based radiomic features' stability with and without ComBat harmonization
Simple Summary Handcrafted radiomic features (HRFs) are quantitative features extracted
from medical images, and they are mined for associations with different clinical endpoints …
from medical images, and they are mined for associations with different clinical endpoints …
A novel benchmarking approach to assess the agreement among radiomic tools
Background The translation of radiomic models into clinical practice is hindered by the
limited reproducibility of features across software and studies. Standardization is needed to …
limited reproducibility of features across software and studies. Standardization is needed to …
Making radiomics more reproducible across scanner and imaging protocol variations: a review of harmonization methods
Radiomics converts medical images into mineable data via a high-throughput extraction of
quantitative features used for clinical decision support. However, these radiomic features are …
quantitative features used for clinical decision support. However, these radiomic features are …
Quantitative radiomics studies for tissue characterization: a review of technology and methodological procedures
RTHM Larue, G Defraene… - The British journal of …, 2017 - academic.oup.com
Quantitative analysis of tumour characteristics based on medical imaging is an emerging
field of research. In recent years, quantitative imaging features derived from CT, positron …
field of research. In recent years, quantitative imaging features derived from CT, positron …
Harmonization strategies in multicenter MRI-based radiomics
E Stamoulou, C Spanakis, GC Manikis, G Karanasiou… - Journal of …, 2022 - mdpi.com
Radiomics analysis is a powerful tool aiming to provide diagnostic and prognostic patient
information directly from images that are decoded into handcrafted features, comprising …
information directly from images that are decoded into handcrafted features, comprising …
Assessing radiomics feature stability with simulated CT acquisitions
Medical imaging quantitative features had once disputable usefulness in clinical studies.
Nowadays, advancements in analysis techniques, for instance through machine learning …
Nowadays, advancements in analysis techniques, for instance through machine learning …
[HTML][HTML] A systematic review and quality of reporting checklist for repeatability and reproducibility of radiomic features
Abstract Background and Purpose Although quantitative image biomarkers (radiomics)
show promising value for cancer diagnosis, prognosis, and treatment assessment, these …
show promising value for cancer diagnosis, prognosis, and treatment assessment, these …
Radiomics feature robustness as measured using an MRI phantom
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 …
medical images and analysis of these features to predict patients' outcome and support …