A multimodal fusion network based on a cross-attention mechanism for the classification of Parkinsonian tremor and essential tremor

Abstract Parkinsonian tremor (PT) and Essential tremor (ET) exist as upper limb tremors in clinical practice. Notably, their types of trembling share similar presentations and overlapping frequencies. To enhance objectivity and efficiency in the diagnosis of these two diseases, there is a pressing n...

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Bibliographic Details
Published in:Scientific Reports
Main Authors: Lu Tang, Qianyuan Hu, Xiangrui Wang, Long Liu, Hui Zheng, Wenjie Yu, Ningdi Luo, Jun Liu, Chengli Song
Format: Article
Language:English
Published: Nature Portfolio 2024-11-01
Subjects:
Parkinsonian tremor
Essential tremor
Deep learning
Multimodal fusion
Cross-attention
Tremor classification
Online Access:https://doi.org/10.1038/s41598-024-79111-w

Internet

https://doi.org/10.1038/s41598-024-79111-w

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