In the era of computer vision and artificial intelligence, semantic segmentation plays a pivotal role in enabling machines to understand and interpret complex visual scenes. Semantic segmentation involves classifying each pixel in an image into predefined categories, allowing AI systems to gain detailed contextual insights. This technique is fundamental in