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Sep 2026

A dual-branch time-frequency fusion network for EEG-based classification of Alzheimer's disease and frontotemporal dementia.

BackgroundAlzheimer's disease (AD) and frontotemporal dementia (FTD) exhibit substantial overlap in clinical manifestations and patterns of brain functional degeneration, which poses significant challenges for automated classification based on electroencephalography (EEG).ObjectiveThis study aims to develop an EEG-base...

Xiao-Li Yang, Xiao Li, Chen-Chen Wang et al. · 0 citations
Open access Aug 2026

Bidirectional cross-modal attention with adaptive gating for multimodal Alzheimer’s disease classification

Alzheimer’s disease (AD) is a neurodegenerative disorder, and mild cognitive impairment (MCI) represents a transitional stage between AD and cognitively normal (CN) individuals. Early diagnosis is clinically important for delaying disease progression. To address the limitations of single-modal approaches and the insuff...

Xiao-Li Yang, Chen-Chen Wang, Xiao Li et al. · 0 citations

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