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Evolution of white matter hyperintensity segmentation methods and implementation over the past two decades; an incomplete shift towards deep learning.
Rahmani M, Dierker D, Yaeger L, Saykin A, Luckett PH, Vlassenko AG, Owens C, Jafri H, Womack K, Fripp J, Xia Y, Tosun D, Benzinger TLS, Masters CL, Lee JM, Morris JC, Goyal MS, Strain JF; ADOPIC, ADNI Investigators; Kukull W, Weiner M; Biostats, Database and Bioinformatics; Burnham S, CoxDoecke TJ, Fedyashov V, Fripp J, Shishegar R, Xiong C, Marcus D, Raniga P, Li S; Cognition; Aschenbrenner A, Hassenstab J, Lim YY, Maruff P, Sohrabi H, Robertson J, Markovic S; Imaging; Bourgeat P, Doré V, Mayo CJ, Mussoumzadeh P, Rowe C, Villemagne V; CSF and Blood; Bateman R, Fowler C, Li QX, Martins R, Schindler S, Shaw L; Genetics; Cruchaga C, Harari O, Laws S, Porter T, O'Brien E; Neuropathology; Perrin R; NACC; Kukull W; DIAN; Bateman R, McDade E; Cerebrovascular Disease (CVD) Risk; Jack C, Morris J, Yassi N; Hippocampal Sclerosis (HS-TDP43) Risk; Bourgeat P, Perrin R, Roberts B, Villemagne V; Artificial Intelligence and Machine Learning; Fedyashov V, Goudey B. Rahmani M, et al. Brain Imaging Behav. 2024 Jul 31. doi: 10.1007/s11682-024-00902-w. Online ahead of print. Brain Imaging Behav. 2024. PMID: 39083144 Review.
Accuracy of TrUE-Net in comparison to established white matter hyperintensity segmentation methods: An independent validation study.
Strain JF, Rahmani M, Dierker D, Owen C, Jafri H, Vlassenko AG, Womack K, Fripp J, Tosun D, Benzinger TLS, Weiner M, Masters C, Lee JM, Morris JC, Goyal MS; ADOPIC and ADNI Investigators. Strain JF, et al. Neuroimage. 2024 Jan;285:120494. doi: 10.1016/j.neuroimage.2023.120494. Epub 2023 Dec 10. Neuroimage. 2024. PMID: 38086495 Free article.