PlgFormer: parallel extraction of local-global features for AD diagnosis on sMRI using a unified CNN-transformer architecture

The findings in our experimental results underscore the clinical potential of our proposed PlgFormer as a reliable and interpretable framework for supporting early and accurate diagnosis of AD using sMRI.

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Publication Details

Journal
Frontiers in Neurology
Published
2025-08-29
DOI
https://doi.org/10.3389/fneur.2025.1626922
Primary Topic
Brain Tumor Detection and Classification
Type
article
Field-Weighted Citation Impact
0.00

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article

PlgFormer: parallel extraction of local-global features for AD diagnosis on sMRI using a unified CNN-transformer architecture

Guoxin Wang, Zhixiong Li, Zhigang Sun, Feng Yu et al.
Frontiers in Neurology
Brain Tumor Detection and Classification
article

PlgFormer: parallel extraction of local-global features for AD diagnosis on sMRI using a unified CNN-transformer architecture

Guoxin Wang, Zhixiong Li, Zhigang Sun, Feng Yu, 善文 山岸, Mingkai Zhang, Xuyang Cao, Yuxia Li, Guanqun Chen, Zhiyi Zhou, Yuxin Jin
article en

Abstract

The findings in our experimental results underscore the clinical potential of our proposed PlgFormer as a reliable and interpretable framework for supporting early and accurate diagnosis of AD using sMRI.

Frontiers in NeurologyVol. 16
Tianjin University (CN), Capital Medical University (CN), Beijing Chao-Yang Hospital, Capital Medical University (CN), Tangshan People's Hospital (CN), Jingdong (China) (CN), Karamay Central Hospital (CN), Zhejiang University (CN)
National Natural Science Foundation of China, National Key Research and Development Program of China
Openalex Percentile: Top 72%
Brain Tumor Detection and Classification
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PlgFormer: parallel extraction of local-global features for AD diagnosis on sMRI using a unified CNN-transformer architecture — Guoxin Wang, Zhixiong Li, et al. · Frontiers in Neurology (2025) | TGRS Research Map | TGRS