Attention-enhanced deep learning model for automated classification of hemorrhagic and ischemic stroke on CT imaging

GCDCNet demonstrates superior accuracy, lightweight, and good generalization ability in the intelligent classification task of stroke CT images through lightweight design, feature optimization, and enhanced interpretability. This model can be used to assist clinicians in early stroke screening, emergency triage, and telemedicine applications, improve stroke diagnosis efficiency, and optimize medical resource allocation.

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Publication Details

Journal
European journal of medical research
Published
2026-03-03
DOI
https://doi.org/10.1186/s40001-025-03784-w
Primary Topic
Acute Ischemic Stroke Management
Type
article
Field-Weighted Citation Impact
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article

Attention-enhanced deep learning model for automated classification of hemorrhagic and ischemic stroke on CT imaging

Peipei Du, Yue Hu, Siyao Che, Zihan Wang et al.
European journal of medical research
Acute Ischemic Stroke Management
article

Attention-enhanced deep learning model for automated classification of hemorrhagic and ischemic stroke on CT imaging

Peipei Du, Yue Hu, Siyao Che, Zihan Wang, Yuanyuan Chen, Siyu Che, Xiaofei Liu, Lingbo Kong
article en

Abstract

GCDCNet demonstrates superior accuracy, lightweight, and good generalization ability in the intelligent classification task of stroke CT images through lightweight design, feature optimization, and enhanced interpretability. This model can be used to assist clinicians in early stroke screening, emergency triage, and telemedicine applications, improve stroke diagnosis efficiency, and optimize medical resource allocation.

European journal of medical research
Shanxi Medical University (CN), Beijing University of Chinese Medicine (CN), Chinese Academy of Medical Sciences & Peking Union Medical College (CN), Beijing University of Technology (CN), Chinese Institute for Brain Research (CN), Dongzhimen Hospital Affiliated to Beijing University of Chinese Medicine (CN), Guang’anmen Hospital (CN), Shanxi Academy of Medical Sciences (CN), Tongji Hospital (CN)
Reduced inequalities
Openalex Percentile: Top 36%
Acute Ischemic Stroke Management
DOIOpen Access PDFOpenAlex
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Attention-enhanced deep learning model for automated classification of hemorrhagic and ischemic stroke on CT imaging — Peipei Du, Yue Hu, et al. · European journal of medical research (2026) | TGRS Research Map | TGRS