Title | ||
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Testing a deep convolutional neural network for automated hippocampus segmentation in a longitudinal sample of healthy participants. |
Abstract | ||
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Subtle changes in hippocampal volumes may occur during both physiological and pathophysiological processes in the human brain. Assessing hippocampal volumes manually is a time-consuming procedure, however, creating a need for automated segmentation methods that are both fast and reliable over time. Segmentation algorithms that employ deep convolutional neural networks (CNN) have emerged as a promising solution for large longitudinal neuroimaging studies. However, for these novel algorithms to be useful in clinical studies, the accuracy and reproducibility should be established on independent datasets. |
Year | DOI | Venue |
---|---|---|
2019 | 10.1016/j.neuroimage.2019.05.017 | NeuroImage |
Keywords | Field | DocType |
Hippocampus,Magnetic resonance imaging,Longitudinal,Convolutional neural networks,Manual tracing,FreeSurfer | Pattern recognition,Convolutional neural network,Segmentation,Cognitive psychology,Psychology,Human brain,Artificial intelligence,Neuroimaging,Hippocampal formation,Hippocampus | Journal |
Volume | ISSN | Citations |
197 | 1053-8119 | 1 |
PageRank | References | Authors |
0.35 | 0 | 24 |
Name | Order | Citations | PageRank |
---|---|---|---|
Nikita Nogovitsyn | 1 | 1 | 0.35 |
Roberto Souza | 2 | 72 | 9.78 |
Meghan Muller | 3 | 1 | 0.35 |
Amelia Srajer | 4 | 1 | 0.35 |
Stefanie Hassel | 5 | 1 | 0.35 |
Stephen R. Arnott | 6 | 21 | 3.05 |
Andrew D Davis | 7 | 1 | 0.35 |
Geoffrey B C Hall | 8 | 8 | 1.72 |
Jacqueline K Harris | 9 | 1 | 0.35 |
Mojdeh Zamyadi | 10 | 1 | 0.35 |
Paul Metzak | 11 | 7 | 1.24 |
Zahinoor Ismail | 12 | 1 | 0.35 |
Signe Bray | 13 | 137 | 8.79 |
Catherine Lebel | 14 | 136 | 8.71 |
Jean M Addington | 15 | 1 | 0.35 |
Roumen Milev | 16 | 4 | 0.79 |
kate l harkness | 17 | 4 | 1.10 |
Benicio N Frey | 18 | 1 | 0.35 |
Raymond H. W. Lam | 19 | 5 | 1.94 |
Stephen C. Strother | 20 | 399 | 56.31 |
Benjamin I Goldstein | 21 | 1 | 0.35 |
Susan Rotzinger | 22 | 1 | 0.35 |
Sidney H. Kennedy | 23 | 4 | 1.13 |
Glenda MacQueen | 24 | 6 | 1.55 |