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Deep learning to automate the labelling of head MRI datasets for computer vision applications.
Eur Radiol. 2022 Jan;32(1):725-736. doi: 10.1007/s00330-021-08132-0. Epub 2021 Jul 20.
Eur Radiol. 2022.
PMID: 34286375
Free PMC article.
Accurate brain-age models for routine clinical MRI examinations.
Wood DA, Kafiabadi S, Busaidi AA, Guilhem E, Montvila A, Lynch J, Townend M, Agarwal S, Mazumder A, Barker GJ, Ourselin S, Cole JH, Booth TC.
Wood DA, et al.
Neuroimage. 2022 Apr 1;249:118871. doi: 10.1016/j.neuroimage.2022.118871. Epub 2022 Jan 5.
Neuroimage. 2022.
PMID: 34995797
Free article.
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Deep learning models for triaging hospital head MRI examinations.
Wood DA, Kafiabadi S, Busaidi AA, Guilhem E, Montvila A, Lynch J, Townend M, Agarwal S, Mazumder A, Barker GJ, Ourselin S, Cole JH, Booth TC.
Wood DA, et al.
Med Image Anal. 2022 May;78:102391. doi: 10.1016/j.media.2022.102391. Epub 2022 Feb 12.
Med Image Anal. 2022.
PMID: 35183876
Free article.
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Factors affecting the labelling accuracy of brain MRI studies relevant for deep learning abnormality detection.
Benger M, Wood DA, Kafiabadi S, Al Busaidi A, Guilhem E, Lynch J, Townend M, Montvila A, Siddiqui J, Gadapa N, Barker G, Ourselin S, Cole JH, Booth TC.
Benger M, et al.
Front Radiol. 2023 Nov 27;3:1251825. doi: 10.3389/fradi.2023.1251825. eCollection 2023.
Front Radiol. 2023.
PMID: 38089643
Free PMC article.
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Optimising brain age estimation through transfer learning: A suite of pre-trained foundation models for improved performance and generalisability in a clinical setting.
Wood DA, Townend M, Guilhem E, Kafiabadi S, Hammam A, Wei Y, Al Busaidi A, Mazumder A, Sasieni P, Barker GJ, Ourselin S, Cole JH, Booth TC.
Wood DA, et al.
Hum Brain Mapp. 2024 Mar;45(4):e26625. doi: 10.1002/hbm.26625.
Hum Brain Mapp. 2024.
PMID: 38433665
Free PMC article.
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