The field of text-to-image synthesis has advanced rapidly, with state-of-the-art models now generating highly realistic and diverse images from text descriptions. This progress largely owes to diffusion-based architectures trained on vast datasets containing billions of image-text pairs. The capability to create high-resolution, photorealistic images from text has transformative potential across fields like content creation, gaming, synthetic data generati