Pixel-level instance segmentation on aerial parking lot imagery, masking each vehicle by its actual outline. Demonstrates our approach to segmentation tasks where shape accuracy matters more than a loose bounding region, useful for applications like autonomous vehicle perception, aerial surveying, and occupancy detection. Delivered in COCO segmentation format. Every batch reviewed by our QA lead before delivery