Fig. 3: Overview of OBI-Designer.

The entire framework consists of two stages. In the first stage, glyph generation is performed, using DIFFVG for differentiable rasterization combined with a diffusion model for semantic supervision. In the second stage, texture synthesis is carried out, applying the Control and LoRA methods for contour refinement and texture rendering.