This repository is a structured survey and curated collection of academic resources covering text-to-image generation research. It catalogs papers, model architectures, and techniques spanning GANs, diffusion models, and multimodal deep learning approaches to image synthesis. The list is organized by task (e.g., text-to-image, text-to-face) and appears to serve as a research reference for practitioners and students in the generative AI space.