Eprint first made available on ORBi (E-prints, working papers and research blog)
Precision-medicine-toolbox: An open-source python package for facilitation of quantitative medical imaging and radiomics analysis
Primakov, Sergey; Lavrova, Elizaveta; Salahuddin, Zohaib et al.
2022
 

Files


Full Text
2202.13965.pdf
Author postprint (1.17 MB) Creative Commons License - Public Domain Dedication
Download

All documents in ORBi are protected by a user license.

Send to



Details



Keywords :
eess.IV; Computer Science - Computer Vision and Pattern Recognition; Computer Science - Learning; Quantitative Biology - Quantitative Methods
Abstract :
[en] Medical image analysis plays a key role in precision medicine as it allows the clinicians to identify anatomical abnormalities and it is routinely used in clinical assessment. Data curation and pre-processing of medical images are critical steps in the quantitative medical image analysis that can have a significant impact on the resulting model performance. In this paper, we introduce a precision-medicine-toolbox that allows researchers to perform data curation, image pre-processing and handcrafted radiomics extraction (via Pyradiomics) and feature exploration tasks with Python. With this open-source solution, we aim to address the data preparation and exploration problem, bridge the gap between the currently existing packages, and improve the reproducibility of quantitative medical imaging research.
Disciplines :
Computer science
Author, co-author :
Primakov, Sergey 
Lavrova, Elizaveta   ;  Université de Liège - ULiège > Département des sciences cliniques > Neuroimagerie des troubles de la mémoire et revalidation cognitive
Salahuddin, Zohaib
C Woodruff, Henry
Lambin, Philippe
 These authors have contributed equally to this work.
Language :
English
Title :
Precision-medicine-toolbox: An open-source python package for facilitation of quantitative medical imaging and radiomics analysis
Publication date :
01 March 2022
Commentary :
15 pages, 6 figures, https://github.com/primakov/precision-medicine-toolbox
Available on ORBi :
since 01 March 2022

Statistics


Number of views
54 (3 by ULiège)
Number of downloads
71 (0 by ULiège)

OpenCitations
 
0
OpenAlex citations
 
2

Bibliography


Similar publications



Contact ORBi