DualPlaqueNet with dual-branch structure and attention mechanism for carotid plaque semantic segmentation and size prediction

DualPlaqueNet with dual-branch structure and attention mechanism for carotid plaque semantic segmentation and size prediction

BackgroundWith global aging and lifestyle changes, carotid atherosclerotic plaques are a major cause of cerebrovascular disease and ischemic stroke. However, ultrasound images suffer from high noise, low contrast, and blurred edges, making it difficult for traditional image processing methods to acc...

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Bibliographic Details
Main Authors: Lili Deng, Xingyu Duan, Yongxiang Sun, Yunling Wang, Dongmei Song, Xiaokai Duan
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Physiology
Subjects:
carotid plaque
semantic segmentation
carotid ultrasound
image analysis
deep learning
Online Access:https://www.frontiersin.org/articles/10.3389/fphys.2025.1629637/full
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