01
The operational problem
Product photographs often need background removal or cleanup before they can support a convincing board, forcing a detour through separate editing software.
IMAGE PREPARATION
An on-device cutout tool lets designers isolate products and references before placing them into visual compositions.
Evidence statusImplemented system
02
The system response
We embedded an image-cutout workflow inside the product and visual workspace so preparation happens where the asset will be used.
03
Operational impact
A product image can be isolated, reviewed, and reused in a composition without leaving the application.
IMAGE PREPARATION
Implemented scope
20Image Cutout
- 01
Foreground masking for product-form and canvas images
- 02
On-device processing with an earlier-system fallback model
- 03
Transparent PNG output and the ability to restore the original image
04
Technical foundation
SwiftApple VisionCore MLDeepLabV3Core ImageUIKit
05
Implementation notes
Claims on this page describe implemented scope at a high level. Private interfaces and live operational data are not published.
Operational impact