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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Główni autorzy:	Arun Kumar Dubey, Achin Jain, Shakir Khan, Manshapreet Kaur, Arvind Panwar, Mohamad A. Alawad, Jawad Khan, Md Nasre Alam
Format:	Artigo
Język:	Inglês
Wydane:	BMC 2026-03-01
Seria:	BMC Infectious Diseases
Hasła przedmiotowe:	Infectious disease screening Lung segmentation Chest radiographs U-Net Convolutional neural networks Medical image analysis
Dostęp online:	https://doi.org/10.1186/s12879-026-13041-y
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