Uncertainty estimation and explainability in deep learning-based age estimation of the human brain: Results from the German National Cohort MRI study
出版年份 2021 全文链接
标题
Uncertainty estimation and explainability in deep learning-based age estimation of the human brain: Results from the German National Cohort MRI study
作者
关键词
Age estimation, Brain, MRI, Deep learning, Uncertainty, Visual explanations
出版物
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS
Volume 92, Issue -, Pages 101967
出版商
Elsevier BV
发表日期
2021-08-06
DOI
10.1016/j.compmedimag.2021.101967
参考文献
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注意:仅列出部分参考文献,下载原文获取全部文献信息。- The UK Biobank imaging enhancement of 100,000 participants: rationale, data collection, management and future directions
- (2020) Thomas J. Littlejohns et al. Nature Communications
- Predicting brain age with complex networks: From adolescence to adulthood
- (2020) Loredana Bellantuono et al. NEUROIMAGE
- Learning patterns of the ageing brain in MRI using deep convolutional networks
- (2020) Nicola K. Dinsdale et al. NEUROIMAGE
- MR‐based age‐related effects on the striatum, globus pallidus, and thalamus in healthy individuals across the adult lifespan
- (2019) Stephanie Tullo et al. HUMAN BRAIN MAPPING
- Estimation of brain age delta from brain imaging
- (2019) Stephen M. Smith et al. NEUROIMAGE
- Gaussian process uncertainty in age estimation as a measure of brain abnormality
- (2018) Benjamin Gutierrez Becker et al. NEUROIMAGE
- Predicting brain age with deep learning from raw imaging data results in a reliable and heritable biomarker
- (2017) James H. Cole et al. NEUROIMAGE
- BrainAGE score indicates accelerated brain aging in schizophrenia, but not bipolar disorder
- (2017) Igor Nenadić et al. PSYCHIATRY RESEARCH-NEUROIMAGING
- Whole-Body MR Imaging in the German National Cohort: Rationale, Design, and Technical Background
- (2015) Fabian Bamberg et al. RADIOLOGY
- Accelerated Brain Aging in Schizophrenia and Beyond: A Neuroanatomical Marker of Psychiatric Disorders
- (2013) N. Koutsouleris et al. SCHIZOPHRENIA BULLETIN
- Robust Brain Extraction Across Datasets and Comparison With Publicly Available Methods
- (2011) J. E. Iglesias et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- FSL
- (2011) Mark Jenkinson et al. NEUROIMAGE
- N4ITK: Improved N3 Bias Correction
- (2010) Nicholas J Tustison et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Estimating the age of healthy subjects from T1-weighted MRI scans using kernel methods: Exploring the influence of various parameters
- (2010) Katja Franke et al. NEUROIMAGE
- Longitudinal pattern of regional brain volume change differentiates normal aging from MCI
- (2009) I. Driscoll et al. NEUROLOGY
- Cerebral White Matter Integrity and Cognitive Aging: Contributions from Diffusion Tensor Imaging
- (2009) David J. Madden et al. NEUROPSYCHOLOGY REVIEW
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