Translated data: StableSR is an innovative AI super-resolution method that enhances image fidelity using pre-trained diffusion models. Unlike traditional methods, it employs a lightweight time-aware encoder and feature modulation layers for fine-tuning, while introducing a controllable feature wrapping module and a progressive aggregation sampling strategy to address randomness and resolution challenges. This lays a solid foundation for future research in image restoration.