AI solutions · Design AI

Layout generation, design completion and typography

Every SVGZO page carries per-element bounding boxes, z-order and group hierarchy, plus every text node with its role, font, weight and size. That is the Crello schema, at catalogue scale and under a commercial licence.

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Fields that carry the supervision

layout[] {type, bbox, z_order, parent_group}
texts[] {content, role, font_family, font_weight, font_size, bbox}
palette_id
colours[]
page_format

A training recipe

Train a content-aware layout model on layout[] conditioned on page_format and the count of text roles. Evaluate alignment and overlap against the held-out originals.

Evaluation

Buyers typically run DINO, SSIM, LPIPS and PSNR for image-to-SVG; FID, CLIP text-image score and render-validity rate for text-to-SVG; alignment and overlap metrics for layout; and IoU over room polygons for floor plans. A held-out evaluation set stratified by complexity is specified in the order, so these numbers stay comparable between runs.

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