Workflow · Production

Beyond Content Generation: AI-Based Layout Generation for Graphic Design

The problem

Designing layouts for professional-looking websites is complex, time-consuming, and requires design expertise, leaving users with only pre-designed templates or the cost of hiring a professional designer.

Workflow diagram · grounded in source
1
User specifies component conditions
trigger
“we allow practitioners to fix specific component attributes, such as class (e.g., image, text, button) and position”
2
Joint diffusion layout generation
ai_action
“our model gets embeddings of components and a timestamp as inputs. After applying multiple (diffusion) iterations it outputs clean coordinates and classes of components.”
3
Complete layout output
output
“Once these attributes are set, the system generates the remaining attributes”
Reported outcome

Wix's Diffusion Layout Transformer (DLT) outperformed existing solutions on layout synthesis and editing tasks while maintaining computational complexity on par with previous approaches.

Reported metrics
Layout synthesis and editing performance vs. existing approachesoutperformed existing ones on layout synthesis and editing tasks
Reported stack
Diffusion Layout Transformer (DLT)DALL-EWix AI Text Creator suiteLarge Language Models
Source
https://www.wix.engineering/post/beyond-content-generation-ai-based-layout-generation-for-graphic-design
Read source ↗

Frequently asked questions

What did this team achieve with this AI workflow?

Wix's Diffusion Layout Transformer (DLT) outperformed existing solutions on layout synthesis and editing tasks while maintaining computational complexity on par with previous approaches.

What tools did this team use?

Diffusion Layout Transformer (DLT), DALL-E, Wix AI Text Creator suite, Large Language Models.

What results were reported?

Layout synthesis and editing performance vs. existing approaches: outperformed existing ones on layout synthesis and editing tasks (source-reported, not independently verified).

How is this workflow AI workflow structured?

User specifies component conditions → Joint diffusion layout generation → Complete layout output.