LED display quantity and cost estimation
Calculates wall area from a photo, recommends LED signage products and layout, and produces the estimate and an installation preview.
One photo to area, products, estimate and preview
- Customer
- LG Electronics
- Areas
- Quantities, Visualization

1Problem
Every commercial LED signage sale meant measuring the wall on site, then picking products and pricing them by hand. Customers also had no easy way to see the result before installation.
2Input
A 2D photo of the space and the real distance between two points in it
3How it works
The photo is reconstructed in 3D to recover the room's dimensions and the area of the selected wall. LED products are recommended and laid out to fit, the estimate follows from the product count, and an image model renders the finished installation.
4Output
Wall area, recommended products and layout, an automatic estimate, and an installation preview
Results
- From one photo to area, product picks and estimate
- An installation preview customers can see right away
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