A Systematic Review of Image Generation Models: Methods, Comparative Insights, and Available Datasets
Harshita Singh, Mukhila Rai, Laxmi Raguar, Jashlok Baliyan, Pawan Kumar Mall, Swati Vashisth · 2025
An era of notable advances in image generation mostly through text-to-image models has been brought about by the development of generative artificial intelligence. Generative AI is a cutting-edge platform. AI models like GAN and DALL E most commonly use in image generation. These technologies help professionals and non-professionals create high-quality, context-relevant digital representations of historical artifacts. This study examines the artificial intelligence role in text-to-image models. We provide a thorough summary of the literature in this field, classifying different types of image generation models. Comparative analysis of previous work done. Along with publicly available datasets.