AlzheimerViT: harnessing lightweight vision transformer architecture for proactive Alzheimer’s screening

This paper, along with comprehensive data pre-processing and augmentation, represents one of the major steps toward achieving more robust and clinically applicable models for Alzheimer's disease prediction. The proposed study indicates that deep learning models have the potential to enhance the diagnosis of Alzheimer's disease. By integrating Deep learning techniques with careful data processing, more reliable early detection models can be developed, which in turn leads to better treatment outcomes.

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Institutions

Publication Details

Journal
Frontiers in Medicine
Published
2025-06-17
DOI
https://doi.org/10.3389/fmed.2025.1568312
Citations
2
Primary Topic
Retinal Imaging and Analysis
Type
article
Field-Weighted Citation Impact
2.72

Funders

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article

AlzheimerViT: harnessing lightweight vision transformer architecture for proactive Alzheimer’s screening

Thakur Monika Singh, Muhammad Mohzary, Hallo Ahmed, Mohammed Shuaib et al.
2 citations
Frontiers in Medicine
Retinal Imaging and Analysis
2.72
article

AlzheimerViT: harnessing lightweight vision transformer architecture for proactive Alzheimer’s screening

Thakur Monika Singh, Muhammad Mohzary, Hallo Ahmed, Mohammed Shuaib, Shadab Alam, C. Kishor Kumar Reddy, Hani Alnami
article en
2 citations

Abstract

This paper, along with comprehensive data pre-processing and augmentation, represents one of the major steps toward achieving more robust and clinically applicable models for Alzheimer's disease prediction. The proposed study indicates that deep learning models have the potential to enhance the diagnosis of Alzheimer's disease. By integrating Deep learning techniques with careful data processing, more reliable early detection models can be developed, which in turn leads to better treatment outcomes.

Frontiers in MedicineVol. 12
Stanley Medical College (IN), Jazan University (SA)
Jazan University
Openalex Percentile: Top 10%
Retinal Imaging and Analysis
2.72
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AlzheimerViT: harnessing lightweight vision transformer architecture for proactive Alzheimer’s screening — Thakur Monika Singh, Muhammad Mohzary, et al. · Frontiers in Medicine (2025) | TGRS Research Map | TGRS