Overview This master’s thesis by Jiale Hou, submitted to the Cyprus University of Technology in May 2025, addresses the challenge of automated prostate segmentation in ultrasound images. Prostate segmentation is a critical step in computer-aided diagnosis and treatment planning for prostate-related diseases, including cancer.