Benchmarking various radiomic toolkit features while applying the image biomarker standardization initiative toward clinical translation of radiomic analysis

M Lei, B Varghese, D Hwang, S Cen, X Lei… - … of Digital Imaging, 2021 - Springer
… We conclude that radiomic features calculated using different software … are fixed in CaPTk
and LIFEx, we compare the agreement of these 5 features first to confirm that preprocessing …

Benchmarking features from different radiomics toolkits/toolboxes using Image Biomarkers Standardization Initiative

M Lei, B Varghese, D Hwang, S Cen, X Lei… - arXiv preprint arXiv …, 2020 - arxiv.org
… We conclude that radiomic features calculated using different software … are fixed in CaPTk
and LIFEx, we compare the agreement of these 5 features first to confirm that preprocessing …

[HTML][HTML] Matradiomics: A novel and complete radiomics framework, from image visualization to predictive model

G Pasini, F Bini, G Russo, A Comelli, F Marinozzi… - … of Imaging, 2022 - mdpi.com
… must switch to external software to perform feature selection and machine learning. … feature
extraction process, while LIFEx integrates segmentation algorithms and the feature extraction

[HTML][HTML] Reliability and prognostic value of radiomic features are highly dependent on choice of feature extraction platform

I Fornacon-Wood, H Mistry, CJ Ackermann… - … radiology, 2020 - Springer
radiomic features calculated from four softwarecalculation settings and (c) LIFEx version
5.47 versus 5.1 with harmonised calculation settings (NB: area is not calculated in LIFEx

Computed tomography (CT)-derived radiomic features differentiate prevascular mediastinum masses as thymic neoplasms versus lymphomas

M Kirienko, G Ninatti, L Cozzi, E Voulaz, N Gennaro… - La radiologia …, 2020 - Springer
Radiomics consists of calculation of a multitude of parameters, which capture the intensity …
13 features radiomic resulted reproducible when comparing the segmentation software (LIFEx

Diagnosing postoperative lymph node metastasis in thyroid cancer with multimodal radiomics and clinical features

X Fan, H Zhang, Z Wang, X Zhang, S Qin… - Digital …, 2024 - journals.sagepub.com
… CT and PET images were imported into LIFEx software, with … Logistic regression was used
to calculate the radiomics score… of life and prognosis have often been overlooked. Through the …

[HTML][HTML] CT and MRI radiomic features of lung cancer (NSCLC): comparison and software consistency

C Bortolotto, A Pinto, F Brero, G Messana… - European Radiology …, 2024 - Springer
LIFEx and PyRadiomics software for two different imaging techniques, explored the correlation
between CT-MRI corresponding features calculated with such software, … and LIFEx are …

Using Commercial and Open-Source Tools for Artificial Intelligence: A Case Demonstration on a Complete Radiomics Pipeline

E Stamoulou, C Spanakis, K Nikiforaki… - Introduction to Artificial …, 2023 - Springer
… great promise toward accelerating personalized diagnosis … , whereas LIFEx is an IBSI
compliant freeware tool with its own … in the radiomics extraction section, radiomics features need …

Radiomics analysis of [18F]FDG PET/CT for microvascular invasion and prognosis prediction in very-early- and early-stage hepatocellular carcinoma

Y Li, Y Zhang, Q Fang, X Zhang, P Hou, H Wu… - … and molecular imaging, 2021 - Springer
… Texture features from patients obtained using Lifex software … the most useful predictive
features of MVI and DFS. Then, the … In this study, the extraction of advanced PET imaging features

Relationship between the overall survival in glioblastomas and the radiomic features of intraoperative ultrasound: a feasibility study

S Cepeda, S García-García, I Arrese… - 2022 - Springer
… After preprocessing, segmentation and extraction of radiomic features were performed
with LIFEx software. An evaluation of semantic segmentation was carried out using the Dice …