Text-to-Image Layout Control for Product Exploded Views
MOSS-Image is a strong candidate for structured product illustration. Its technical report ranks it first on both 7Bench layout metrics among six evaluated systems, with 0.88 detected-object mIoU and 0.70 layout AUC. Use MOSS-Image-SFT for direct generation and review the geometry before approving a technical visual. Technical report · Official model evaluation
Turn a layout demonstration into a parts diagram brief
The official page pairs an annotated layout with its generated image. The developers’ user guide explains how absolute pixel coordinates represent layout regions. An exploded-view concept for a product manual extends that mechanism to a different task. Parts must appear in the right sequence, and a nearby label must refer to the intended object. Published example · Layout user guide
| Check | Evidence |
|---|---|
| Bounding-box overlap | Detected object sits in its intended region |
| Assembly sequence | Parts follow the approved schematic |
| Label association | Each caption refers to the intended part |
| Geometry | Technical reviewer confirms the depicted form |
Use a manufacturer-approved schematic as the reference for a proposed pilot. Give each major part its own region and add a label region next to it. When evaluating, count absent parts separately. A score measured on detected objects leaves detection failures as another review question. Keep generated artwork at the concept stage until it passes the normal technical illustration process. ComfyUI implementation · SFT checkpoint
See template layout, format changes, and benchmark interpretation.
English SEO keywords
best text-to-image model for layout control, exploded-view mockups, JSON bounding boxes.
Frequently asked questions
Does JSON Layout define assembly geometry?
It specifies visual regions. Use the approved schematic to verify geometry and relationships.
Why record missing parts separately?
Object overlap scores can be hard to interpret without knowing which required objects were detected.
Which version is the direct-generation starting point?
Use MOSS-Image-SFT for the initial mockup.