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Updated: May 9, 2026

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
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增强甲状腺结节检测和诊断:一个移动优化的DeepLabV3+方法用于临床部署

Changan Yang1, Muhammad Awais Ashraf2, Mudassar Riaz3

  • 1Department of Thyroid and Breast Surgery, Jinjiang Municipal Hospital (Shanghai Sixth People's Hospital Fujian), Quanzhou, Fujian, China.

Frontiers in physiology
|April 8, 2025
PubMed
概括

这项研究介绍了DeepLabV3+,这是一种高效的AI模型,用于在超声波图像中对甲状腺结节进行细分. 它实现了提高诊断的高准确性,并且可以部署在移动设备上进行早期检测.

关键词:
深度实验室V3+移动网络V2 移动网络V2图维斯基损失函数的功能.注意力机制注意力机制医学成像医学成像甲状腺结节细分的细分超声波成像的成像方法

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相关概念视频

The Thyroid Gland01:23

The Thyroid Gland

The thyroid gland is a small, butterfly-shaped gland located in the neck and covers the anterior surface of the trachea. The gland has two lateral lobes connected by a thin tissue mass called the isthmus. Internally, each lobe comprises many small spherical structures known as thyroid follicles, surrounded by a network of blood vessels.
The follicles have a central cavity lined by simple cuboidal to squamous epithelial cells called follicular cells. These cells produce the glycoprotein...