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Comparative evaluation of deep learning models for lung segmentation in chest X-rays: applications in infectious disease screening

Abstract Respiratory infections such as pneumonia and tuberculosis remain the leading contributors to global morbidity and mortality, and early diagnosis is essential for effective treatment. Chest X-ray imaging is widely used for the detection of these conditions; however, reliable interpretation r...

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Wedi'i Gadw mewn:
Prif Awduron: Arun Kumar Dubey, Achin Jain, Shakir Khan, Manshapreet Kaur, Arvind Panwar, Mohamad A. Alawad, Jawad Khan, Md Nasre Alam
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: BMC 2026-03-01
Cyfres:BMC Infectious Diseases
Pynciau:
Infectious disease screening
Lung segmentation
Chest radiographs
U-Net
Convolutional neural networks
Medical image analysis
Mynediad Ar-lein:https://doi.org/10.1186/s12879-026-13041-y
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