Chapter 11 Image and Video Data Analysis

By Liyue Fan, University of North Carolina at

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Published: 23 Jul 2025

© 2025 Liyue Fan

Abstract

In the rest of the chapter, we will introduce challenges of applying DP to image and video data sanitization and review the progress of the research community to this date (Section 11.2). In addition to theories, in Section 11.3 we will also introduce important practical privacy protections and utility measures that methods with DP guarantees should keep in mind. Finally, in Section 11.4, we will discuss challenges should be addressed in collaboration with other communities, such as understanding the user perceptions and the deployment in real systems.