Medical image segmentation is a fundamental task within medical image analysis focused on partitioning a digital image into multiple meaningful regions or segments. This process aims to delineate and isolate specific anatomical structures, pathological findings, or other areas of interest, serving as a critical prerequisite for quantitative analysis, visualization, diagnosis, treatment planning, and clinical research.