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Automatic brain MRI motion artifact detection based on end-to-end deep learning is similarly effective as traditional machine learning trained on image quality metrics.
Med Image Anal. 2023 Aug;88:102850. doi: 10.1016/j.media.2023.102850. Epub 2023 May 23.
Med Image Anal. 2023.
PMID: 37263108
Free article.
Movement-related artefacts (MR-ART) dataset of matched motion-corrupted and clean structural MRI brain scans.
Nárai Á, Hermann P, Auer T, Kemenczky P, Szalma J, Homolya I, Somogyi E, Vakli P, Weiss B, Vidnyánszky Z.
Nárai Á, et al. Among authors: kemenczky p.
Sci Data. 2022 Oct 17;9(1):630. doi: 10.1038/s41597-022-01694-8.
Sci Data. 2022.
PMID: 36253426
Free PMC article.
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Effect of head motion-induced artefacts on the reliability of deep learning-based whole-brain segmentation.
Kemenczky P, Vakli P, Somogyi E, Homolya I, Hermann P, Gál V, Vidnyánszky Z.
Kemenczky P, et al.
Sci Rep. 2022 Jan 31;12(1):1618. doi: 10.1038/s41598-022-05583-3.
Sci Rep. 2022.
PMID: 35102199
Free PMC article.
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