The mask is the hard part. The mask is ours.
A pipeline like this is only as good as its segmentation, and generic models fail exactly where cars are hard: glass, chrome, wheel gaps, the boundary where a halo forms. Ours is fine-tuned on months of human-labelled vehicle data and holds under locked evaluation gates. We proved it in both directions on our own test truck — with our mask, the vehicle survives byte-for-byte; without it, the render came back wearing another maker’s badge.




































