CarSegNet v2: One Lot Photo to a Showroom Composite

CarSegNet v2 is a vehicle segmentation and compositing pipeline that turns a single dealership lot photo into a showroom-style composite, a reusable cutout, and an alpha matte.

It is designed to speed same-day inventory media production and shorten the time from vehicle arrival to online listing.

The system is meant to be practical when weather or staffing makes traditional photo shoots hard to run.

By treating the alpha matte as a first-class output, it also improves transparency and makes quality review easier.