Object Segmentation is a Computer vision task that involves Partitioning an image into Distinct regions corresponding to Different objects, enabling Detailed Analysis and Recognition of each object within the scene. It is crucial for applications such as Autonomous Driving, Medical Imaging, and Augmented Reality where understanding the Precise boundaries and Identity of objects is essential.