Accurate classification of benign and malignant breast tumors in ultrasound imaging with an enhanced deep learning model

Accurate classification of benign and malignant breast tumors in ultrasound imaging with an enhanced deep learning model

BackgroundBreast cancer is the most common malignant tumor in women worldwide, and early detection is crucial to improving patient prognosis. However, traditional ultrasound examinations rely heavily on physician judgment, and diagnostic results are easily influenced by individual experience, leadin...

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Bibliographic Details
Main Authors: Baoqin Liu, Shouyao Liu, Zijian Cao, Junning Zhang, Xiaoqi Pu, Junjie Yu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-06-01
Series:Frontiers in Bioengineering and Biotechnology
Subjects:
breast ultrasound
deep learning
deep separable convolution
attention mechanism
benign and malignant diagnosis
Online Access:https://www.frontiersin.org/articles/10.3389/fbioe.2025.1526260/full
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