Text image synthesis is central to graphic synthesis. In previous studies, text-image integration whose primary goal was to find matching words and images through sentence or keyword retrieval has improved over image integration as it holds promise due to advances in deep learning, especially deep genetic models in image fusion. https://www.indjcst.com/archives/paper-details?paperid=43&papertitle=a-critical-review-of-text-to-image-synthesis-using-gan-unveiling-the-power-of-gans