The tracheostomy procedure is frequently performed in children to bypass an obstructed airway due to blockage in the upper throat or for chronic lung conditions related to prematurity. Tracheostomy-dependent children living at home require continuous monitoring, and over 25% of them experience serious complications. The nationwide shortage of home care nurses makes continuous observation of these children impractical, hence the critical need for home-based monitoring systems. Such monitoring systems usually require training on images of tracheostomy-dependent infants. However, an important challenge is the scarcity of videos at any single healthcare provider, leading to the demand to share such videos between different healthcare providers. Nevertheless, healthcare privacy laws make such sharing dependent on the consent of privacy-aware caretakers. This project establishes a framework for sharing such sensitive data in a privacy-constrained manner, supported by formal privacy guarantees that can be explained and demonstrated to caretakers and healthcare providers. The project’s novelties stem from a comprehensive suite of privacy mechanisms for moving images, where the private information pertains to the identities of humans. The project's broader significance and importance are that the developed framework is readily applicable to videos of human subjects across all age groups, thus holding potential for use in any fields requiring people video supervision of , such as d