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Quantitative Image Feature Engine (QIFE): an Open-Source, Modular Engine for 3D Quantitative Feature Extraction from Volumetric Medical Images

  • Published:2017-10-06 Issue:4 Volume:31 Page:403-414
  • ISSN:0897-1889
  • Container-title:Journal of Digital Imaging
  • language:en
  • Short-container-title:J Digit Imaging

Author:

Echegaray SebastianORCID,Bakr Shaimaa,Rubin Daniel L.,Napel Sandy

Funder

National Institutes of Health

Publisher

Springer Science and Business Media LLC

Subject

Computer Science Applications,Radiology Nuclear Medicine and imaging,Radiological and Ultrasound Technology

Reference43 articles.

1. Lambin P, Rios-Velazquez E, Leijenaar R, Carvalho S, van Stiphout RGPM, Granton P, Zegers CML, Gillies R, Boellard R, Dekker A et al.: Radiomics: Extracting more information from medical images using advanced feature analysis. Eur J Cancer 48(4):441–446, 2012

2. Aerts HJWL, Velazquez ER, Leijenaar RT, Parmar C, Grossmann P, Carvalho S, Bussink J, Monshouwer R, Haibe-Kains B, Rietveld D, Hoebers F, Rietbergen MM, Leemans CR, Dekker A, Quackenbush J, Gillies RJ, Lambin P, Cavalho S, Bussink J et al.: Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach. Nat Commun 5:4006, 2014

3. Kumar V, Gu Y, Basu S, Berglund A, Eschrich SA, Schabath MB, Forster K, Aerts HJWL, Dekker A, Fenstermacher D, Goldgof DB, Hall LO, Lambin P, Balagurunathan Y, Gatenby RA, Gillies RJ et al.: Radiomics: The process and the challenges. Magn Reson Imaging [Internet] 30(9):1234–1248, 2012. https://doi.org/10.1016/j.mri.2012.06.010

4. Coroller TP, Grossmann P, Hou Y, Rios Velazquez E, Leijenaar RTH, Hermann G, Lambin P, Haibe-Kains B, Mak RH, Aerts HJWL: CT-based radiomic signature predicts distant metastasis in lung adenocarcinoma. Radiother Oncol [Internet] 114(3):345–350, 2015. https://doi.org/10.1016/j.radonc.2015.02.015

5. Parmar C, Velazquez ER, Leijenaar R, Jermoumi M, Carvalho S, Mak RH, Mitra S, Shankar BU, Kikinis R, Haibe-Kains B, Lambin P, Aerts HJWL: Robust radiomics feature quantification using semiautomatic volumetric segmentation. PLoS One 9(7):1–8, 2014

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