Deep learning-based lung cancer classification of CT images

Deep learning-based lung cancer classification of CT images

Abstract Lung cancer remains a leading cause of cancer-related deaths worldwide, with accurate classification of lung nodules being critical for early diagnosis. Traditional radiological methods often struggle with high false-positive rates, underscoring the need for advanced diagnostic tools. In th...

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Bibliographic Details
Main Authors: Mohammad Khalid Faizi, Yan Qiang, Yangyang Wei, Ying Qiao, Juanjuan Zhao, Rukhma Aftab, Zia Urrehman
Format: Article
Language:English
Published: BMC 2025-07-01
Series:BMC Cancer
Subjects:
Lung cancer computed tomography (CT)
Swin transformer
Object segmentation
Object classification
Online Access:https://doi.org/10.1186/s12885-025-14320-8
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