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Enhanced thyroid nodule detection and diagnosis: a mobile-optimized DeepLabV3+ approach for clinical deployments

ObjectiveThis study aims to enhance the efficiency and accuracy of thyroid nodule segmentation in ultrasound images, ultimately improving nodule detection and diagnosis. For clinical deployment on mobile and embedded devices, DeepLabV3+ strives to achieve a balance between a lightweight architecture...

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Principais autores: Changan Yang, Muhammad Awais Ashraf, Mudassar Riaz, Pascal Umwanzavugaye, Kavimbi Chipusu, Hongyuan Huang, Yueqin Xu
Format: Artigo
Sprog:Inglês
Udgivet: Frontiers Media S.A. 2025-03-01
Serier:Frontiers in Physiology
Fag:
DeepLabV3+
thyroid nodule segmentation
ultrasound imaging
MobileNetV2
attention mechanisms
Tversky loss function
Online adgang:https://www.frontiersin.org/articles/10.3389/fphys.2025.1457197/full
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