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Updated: Oct 29, 2025

A Swin Transformer-Based Model for Thyroid Nodule Detection in Ultrasound Images
Published on: April 21, 2023
Ultrasound of Thyroid Nodules and the Thyroid Imaging Reporting and Data System
Harshawn S Malhi1, Edward G Grant2
1Department of Radiology, Keck School of Medicine, University of Southern California, 1500 San Pablo Street, Second Floor Imaging, Los Angeles, CA 90033, USA.
Abstract:
Benign or malignant thyroid nodules are common in adults. Fine needle aspiration biopsy is the gold standard for diagnosis. Most thyroid nodules are benign. Ultrasound imaging is the optimal noninvasive imaging modality to determine which nodules demonstrate malignant features. The American College of Radiology Thyroid Imaging Reporting and Data System committee published a standardized approach to classifying nodules on ultrasound. The ultrasound features in this system are categorized as benign, minimally suspicious, moderately suspicious, or highly suspicious for malignancy. Applying the Thyroid Imaging Reporting and Data System results in a meaningful decrease in the number of thyroid nodules biopsied.
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