Honglie Wang

Learning to Generate Stylized Handwritten Text via a Unified Representation of Style, Content, and Noise

Handwritten Text Generation (HTG) seeks to synthesize realistic and personalized handwriting by modeling stylistic and structural traits. While recent diffusion-based approaches have advanced generation fidelity, they typically rely on auxiliary style or content encoders with handcrafted objectives,…