NVIDIA is Late to Party but Solves Key Issues with Diffusion Models

NVIDIA Corporation’s foray into the already vast generative AI industry can be game-changing. Results show that it can produce better quality images, with an output having higher affinity to the given textual prompt than other text-to-image generators.   eDiffi (short for ensemble diffusion for images), NVIDIA’s new text-to-image modelling, separates itself from other generative AIs which use standard diffusion models to produce images by using expert denoising systems in their model. Standard diffusion models use an iterative denoising process, which involves a random noise image being passed through denoising neural networks where high-quality image is synthesised at each step in the network based on the textual prompt.  However, as the NVIDIA researchers show, i