?
A form of visualization—
a geometric structure to visually communicate ideas.
Recent generative approaches (e.g., diffusion-based models) offer very precise control, but often conform strictly and result in undesirable text and visual artifacts.
VIF[1] introduced an abstract representation using thick strokes to describe visual flow in infographic.
Capture the geometric and semantic layout of infographics through:
Nodes
: Represent visual elements
Backbone: Primary flow that connects information
Branch: Connect node and backbone
Problem: Many controllable generative models exist—which one works best for infographics?
We explore various control strategies (e.g., ControlNet, Readout) conditioned on our graph structure.
Problem: Existing style transfer models focus on global coherence, but infographic design requires element-wise correspondence for better readability and compositional clarity.
