Secure Moving Object Detection in Compressed Video Using Attentions
inforesearchPeer-Reviewed
researchprivacy
Source: IEEE Xplore (Security & AI Journals)September 29, 2025
Summary
This research presents a method for detecting moving objects in encrypted video without decrypting it, protecting privacy when video processing is done in the cloud. The approach uses selective encryption (encrypting only certain parts of compressed video) and extracts motion information from encrypted video data, then applies deep learning with attention mechanisms (a technique that helps the AI focus on important regions) to identify moving objects even with incomplete information.
Classification
Attack SophisticationModerate
Impact (CIA+S)
confidentiality
AI Component TargetedInference
Original source: http://ieeexplore.ieee.org/document/11184203
First tracked: February 12, 2026 at 02:22 PM
Classified by LLM (prompt v3) · confidence: 75%