CreatiParser: Generative Image Parsing of Raster Graphic Designs into Editable Layers

ArXi:2604.19632v1 Announce Type: new Graphic design images consist of multiple editable layers, such as text, background, and decorative elements, while most generative models produce rasterized outputs without explicit layer structures, limiting downstream editing. Existing graphic design parsing methods typically rely on multi-stage pipelines combining layout prediction, matting, and inpainting, which suffer from error accumulation and limited controllability.