Vertical Federated Image Segmentation

arXiv:2401.07931v2 Announce Type: replace-cross
Abstract: With the popularization of AI solutions for image based problems, there has been a growing concern for both data privacy and acquisition. In a large number of cases, information is located on separate data silos and it can be difficult for a developer to consolidate all of it in a fashion that is appropriate for machine learning model development. Alongside this, a portion of these localized data regions may not have access to a labelled …

abstract acquisition ai solutions arxiv cases cs.ai cs.cv cs.dc cs.lg data data privacy data silos developer fashion image information privacy segmentation solutions type