Differentiating atypical parkinsonian syndromes with hyperbolic few-shot contrastive learning

Differentiating atypical parkinsonian syndromes with hyperbolic few-shot contrastive learning

Differences in iron accumulation patterns have been observed in susceptibility-weighted images across different classes of atypical parkinsonian syndromes (APS). Deep learning methods have shown great potential in automatically detecting these differences. However, the models typically require exten...

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Bibliographic Details
Main Authors: Won June Choi, Jin HwangBo, Quan Anh Duong, Jae-Hyeok Lee, Jin Kyu Gahm
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:NeuroImage
Subjects:
Atypical parkinsonian syndrome (APS)
Contrastive learning
Few-shot learning
Hyperbolic space
Susceptibility-weighted imaging (SWI)
Online Access:http://www.sciencedirect.com/science/article/pii/S1053811924004373
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http://www.sciencedirect.com/science/article/pii/S1053811924004373

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