Recent advances in AI-based Image Generation spearheaded by Diffusion models such as Glide, Dalle-2, Imagen, and Stable Diffusion have taken the world of “AI Art generation” by storm. Generating high-quality images from text descriptions is a challenging task. It requires a deep understanding of the underlying meaning of the text and the ability to generate an image consistent with that meaning. In recent years, Diffusion models have emerged as a powerful tool for addressing this problem.