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Title:

A 3D Deep Residual Convolutional Neural Network for Differential Diagnosis of Parkinsonian Syndromes on 18F-FDG PET Images.

Document type:
Journal Article
Author(s):
Zhao, Yu; Cumming, Paul; Rominger, Axel; Zuo, Chuantao; Shi, Kuangyu; Wu, Ping; Wang, Jian; Li, Hongwei; Navab, Nassir; Yakushev, Igor; Weber, Wolfgang; Schwaiger, Markus; Huang, Sung-Cheng
Abstract:
Idiopathic Parkinsons disease and atypical parkinsonian syndromes have similar symptoms at early disease stages, which makes the early differential diagnosis difficult. Positron emission tomography with 18F-FDG shows the ability to assess early neuronal dysfunction of neurodegenerative diseases and is well established for clinical use. In the past decades, machine learning methods have been widely used for the differential diagnosis of parkinsonism based on metabolic patterns. Unlike these conve...     »
Journal title abbreviation:
Conf Proc IEEE Eng Med Biol Soc
Year:
2019
Journal volume:
2019
Pages contribution:
3531-3534
Fulltext / DOI:
doi:10.1109/EMBC.2019.8856747
Pubmed ID:
http://view.ncbi.nlm.nih.gov/pubmed/31946640
Print-ISSN:
1557-170X
TUM Institution:
Klinik und Poliklinik für Nuklearmedizin
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