The U-Net architecture has revolutionized medical image segmentation by combining the strengths of Vision Transformer and U-Net, offering unparalleled precision and efficiency. Its U-shaped design with skip connections addresses challenges in retaining fine-grained details and capturing local and global context. Variants of the UNet architecture further enhance its performance in specific segmentation tasks, leading to improved diagnoses and treatment planning.