The Thyroid Gland
Synthesis and Regulation of Thyroid Hormones
The Parathyroid Glands
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Updated: Sep 8, 2025

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Jingliang Ruan1, Xiaolin Xu1, Yan Cai1
1From the Department of Ultrasound, Sun Yat-sen Memorial Hospital, Sun Yat-sen University (J.R., X.X., M.L., W.Z., R.L., P.L., B.O., B.L.), Guangdong Provincial Key Laboratory of Malignant Tumor Epigenetics and Gene Regulation (J.R., X.X., M.L., W.Z., R.L., B.O., B.L.), and Department of Otolaryngology, Head and Neck Surgery (P.L.), No. 33 Yingfeng Rd, Guangzhou 510289, China; Department of Ultrasound, Central People's Hospital of Zhanjiang, Zhanjiang, China (Y.C., Y.X.); and Department of Ultrasound, Affiliated Huadu Hospital of Southern Medical University, Guangzhou 510810, China (H.Z., Q.Y.).
A new contrast-enhanced ultrasound (CEUS) system improves thyroid nodule risk assessment, reducing unnecessary biopsies. This CEUS TI-RADS offers higher accuracy in stratifying malignancy risk for better patient management.
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