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Image segmentation is a fundamental process in computer vision and image analysis, involving the partitioning of an image into meaningful regions or segments. This review provides a comprehensive overview of various image segmentation techniques, highlighting their methodologies, applications, strengths, and limitations. Over the years, various segmentation methods have been developed, each with its advantages and drawbacks. This review covers traditional methods, machine learning approaches, and modern deep learning techniques