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Deep learning in head & neck cancer outcome prediction.
Diamant A, Chatterjee A, Vallières M, Shenouda G, Seuntjens J. Diamant A, et al. Among authors: vallieres m. Sci Rep. 2019 Feb 26;9(1):2764. doi: 10.1038/s41598-019-39206-1. Sci Rep. 2019. PMID: 30809047 Free PMC article.
Head and neck tumor segmentation in PET/CT: The HECKTOR challenge.
Oreiller V, Andrearczyk V, Jreige M, Boughdad S, Elhalawani H, Castelli J, Vallières M, Zhu S, Xie J, Peng Y, Iantsen A, Hatt M, Yuan Y, Ma J, Yang X, Rao C, Pai S, Ghimire K, Feng X, Naser MA, Fuller CD, Yousefirizi F, Rahmim A, Chen H, Wang L, Prior JO, Depeursinge A. Oreiller V, et al. Among authors: vallieres m. Med Image Anal. 2022 Apr;77:102336. doi: 10.1016/j.media.2021.102336. Epub 2021 Dec 25. Med Image Anal. 2022. PMID: 35016077 Free article.
External validation of a combined PET and MRI radiomics model for prediction of recurrence in cervical cancer patients treated with chemoradiotherapy.
Lucia F, Visvikis D, Vallières M, Desseroit MC, Miranda O, Robin P, Bonaffini PA, Alfieri J, Masson I, Mervoyer A, Reinhold C, Pradier O, Hatt M, Schick U. Lucia F, et al. Among authors: vallieres m. Eur J Nucl Med Mol Imaging. 2019 Apr;46(4):864-877. doi: 10.1007/s00259-018-4231-9. Epub 2018 Dec 7. Eur J Nucl Med Mol Imaging. 2019. PMID: 30535746
18F-FDG PET uptake characterization through texture analysis: investigating the complementary nature of heterogeneity and functional tumor volume in a multi-cancer site patient cohort.
Hatt M, Majdoub M, Vallières M, Tixier F, Le Rest CC, Groheux D, Hindié E, Martineau A, Pradier O, Hustinx R, Perdrisot R, Guillevin R, El Naqa I, Visvikis D. Hatt M, et al. Among authors: vallieres m. J Nucl Med. 2015 Jan;56(1):38-44. doi: 10.2967/jnumed.114.144055. Epub 2014 Dec 11. J Nucl Med. 2015. PMID: 25500829 Free article.
The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping.
Zwanenburg A, Vallières M, Abdalah MA, Aerts HJWL, Andrearczyk V, Apte A, Ashrafinia S, Bakas S, Beukinga RJ, Boellaard R, Bogowicz M, Boldrini L, Buvat I, Cook GJR, Davatzikos C, Depeursinge A, Desseroit MC, Dinapoli N, Dinh CV, Echegaray S, El Naqa I, Fedorov AY, Gatta R, Gillies RJ, Goh V, Götz M, Guckenberger M, Ha SM, Hatt M, Isensee F, Lambin P, Leger S, Leijenaar RTH, Lenkowicz J, Lippert F, Losnegård A, Maier-Hein KH, Morin O, Müller H, Napel S, Nioche C, Orlhac F, Pati S, Pfaehler EAG, Rahmim A, Rao AUK, Scherer J, Siddique MM, Sijtsema NM, Socarras Fernandez J, Spezi E, Steenbakkers RJHM, Tanadini-Lang S, Thorwarth D, Troost EGC, Upadhaya T, Valentini V, van Dijk LV, van Griethuysen J, van Velden FHP, Whybra P, Richter C, Löck S. Zwanenburg A, et al. Among authors: vallieres m. Radiology. 2020 May;295(2):328-338. doi: 10.1148/radiol.2020191145. Epub 2020 Mar 10. Radiology. 2020. PMID: 32154773 Free PMC article.
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