Abstract: Thyroid cancer, one of the most common endocrine malignancies, requires early and accurate diagnosis to improve patient outcomes. Recent advances in ultrasound-based techniques, including imaging protocols and computer-aided diagnostics, have significantly enhanced the detection and classification of thyroid nodules.