A Review of Thyroid Gland Segmentation and Thyroid Nodule Segmentation Methods for Medical Ultrasound Images

•Categorize methods into four groups according to their theoretical bases.•Analyze the similarities and differences of the reviewed methods.•Uniformly name the quantitative performance evaluation metrics.•Discuss the strengths and limitations of methods along with performance evaluations.•Select appropriate segmentation methods for specific situations.