Abstract Computer vision has established a foothold in the online fashion retail industry. Main product detection is crucial step of vision-based feed parsing pipelines, focused on identifying bounding boxes that contain being sold gallery images page. The current state-of-the-art approach does not leverage relations between regions image, and treats same independently, therefore fully exploiti...