Leveraging multi-scale feature integration in UNet and FPN for semantic segmentation of lung nodules

IntroductionLung cancer remains as an important source of cancer-related mortality worldwide, demonstrating a substantial challenge to public health systems. The absence of evident symptoms in the early stages makes timely diagnosis of lung cancer challenging. Early identification and treatment will...

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Bibliographic Details

Published in:	Frontiers in Artificial Intelligence
Main Authors:	Sarah Prithvika, Jani Anbarasi, Modigari Narendra
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-10-01
Subjects:	lung nodule segmentation UNET residual network neural network linear attention mechanism encoder-decoder
Online Access:	https://www.frontiersin.org/articles/10.3389/frai.2025.1682171/full