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X-Swin: A Robust Hierarchical Vision Transformer with Explainable Attention Mechanisms for Dementia Severity Classification from Structural MRI

2025-12-03

Abstract excerpt

For prompt and accurate determination of dementia stages, it is extremely important for clinical decision making and patient care planning. Conventionally, radiologists determine and interpret brain MRI scans manually-this process is often long and, to some extent, subjective. Accordingly, we present an automated and interpretable dementia stage classifier, based on a variant of Swin Transformer architecture, trai...

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Literature Corpus work
ba5b0776-b37b-5349-94cc-6f9b8e73b29c
DOI
10.22541/au.176479433.30160362/v1
Open publication

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