FontDiffuser is a one-shot font generation system based on denoising diffusion models. It employs multi-scale content aggregation to preserve character structure and style contrastive learning to capture font aesthetics. The model can generate unseen characters and styles, supports cross-lingual generation such as Chinese to Korean, and achieves state-of-the-art performance on font synthesis tasks.