OmniSVG: A Unified Scalable Vector Graphics Generation Model

Understand

Scalable Vector Graphics (SVG) is an important image format widely adopted in graphic design because of their resolution independence and editability.

• The study of generating high-quality SVG has continuously drawn attention from both designers and researchers in the AIGC community.
• However, existing methods either produces unstructured outputs with huge computational cost or is limited to generating monochrome icons of over-simplified structures.
• To produce high-quality and complex SVG, we propose OmniSVG, a unified framework that leverages pre-trained Vision-Language Models (VLMs) for end-to-end multimodal SVG generation.