Graphical illustration of the designed and implemented solar image generation and retrieval pipeline. The process involves a generative model (GAN), and supervised learning to utilize physical parameter space for generation and manipulation of images, and self-supervised learning (SSL) for reverse real-image search. The lookup table (LUT) describes the mapping between an image and SSL-derived latent representation.