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 …
[HTML][HTML] Impact of Preprocessing Parameters in Medical Imaging-Based Radiomic Studies: A Systematic Review
V Trojani, MC Bassi, L Verzellesi, M Bertolini - Cancers, 2024 - mdpi.com
Simple Summary This review investigates how preprocessing parameters are related to the
reproducibility and reliability of radiomic features derived from multimodality imaging …
reproducibility and reliability of radiomic features derived from multimodality imaging …
Land Cover Changes Utilising Landsat Satellite Imageries for the Kumasi Metropolis and Its Adjoining Municipalities in Ghana (1986–2022)
Forest loss, unbridled urbanisation, and the loss of arable lands have become contentious
issues for the sustainable management of land. Landsat satellite images for 1986, 2003 …
issues for the sustainable management of land. Landsat satellite images for 1986, 2003 …
Dual-centre harmonised multimodal positron emission tomography/computed tomography image radiomic features and machine learning algorithms for non-small cell …
Aims We aimed to build radiomic models for classifying non-small cell lung cancer (NSCLC)
histopathological subtypes through a dual-centre dataset and comprehensively evaluate the …
histopathological subtypes through a dual-centre dataset and comprehensively evaluate the …
Reproducibility of CT-based hepatocellular carcinoma radiomic features across different contrast imaging phases: A proof of concept on SORAMIC trial data
Simple Summary Radiomics has been reported to have potential for correlating with clinical
outcomes. However, handcrafted radiomic features (HRFs)—the quantitative features …
outcomes. However, handcrafted radiomic features (HRFs)—the quantitative features …
CT reconstruction kernels and the effect of pre-and post-processing on the reproducibility of handcrafted radiomic features
Handcrafted radiomics features (HRFs) are quantitative features extracted from medical
images to decode biological information to improve clinical decision making. Despite the …
images to decode biological information to improve clinical decision making. Despite the …
A handcrafted radiomics-based model for the diagnosis of usual interstitial pneumonia in patients with idiopathic pulmonary fibrosis
The most common idiopathic interstitial lung disease (ILD) is idiopathic pulmonary fibrosis
(IPF). It can be identified by the presence of usual interstitial pneumonia (UIP) via high …
(IPF). It can be identified by the presence of usual interstitial pneumonia (UIP) via high …
MaasPenn radiomics reproducibility score: A novel quantitative measure for evaluating the reproducibility of CT-based handcrafted radiomic features
Simple Summary The reproducibility of handcrafted radiomic features (HRFs) has been
reported to be affected by variations in imaging acquisition and reconstruction parameters …
reported to be affected by variations in imaging acquisition and reconstruction parameters …
Impact of Preprocessing Parameters in Multimodality Imaging-Based Radiomic Studies: A Review
V Trojani, MC Bassi, L Verzellesi, M Bertolini - 2024 - preprints.org
Lately, radiomic studies featuring the development of a signature to use in prediction models
in diagnosis or prognosis outcomes are being published increasingly. While the results are …
in diagnosis or prognosis outcomes are being published increasingly. While the results are …