HyperDreamBooth is a supernetwork developed by Google Research for fast personalized text-to-image modeling. By generating a set of small personalized weights from a single face image and combined with rapid fine-tuning, it can generate high-quality face images with specific details in various contexts and styles while preserving the model's crucial knowledge for diverse stylistic and semantic modifications.