The process of segmenting thyroid nodules through ultrasound is a complex procedure with significant implications for diagnosing thyroid cancer. Despite potential, automatic thyroid nodule segmentation algorithms face two key limitations: (1) Existing algorithms, relying on semantic segmentation, often misclass...