Privacy-preserving edge video analytics

M Hu, Y Fu, D Wu - Fog/Edge Computing For Security, Privacy, and …, 2021 - Springer
Edge video analytics (EVA) emerges as a promising paradigm to decentralize video
analytics tasks to the edge of the network and thus improve user experience by enabling …

A privacy preserving system for AI-assisted video analytics

C Lachner, T Rausch, S Dustdar - 2021 IEEE 5th International …, 2021 - ieeexplore.ieee.org
The emerging Edge computing paradigm facilitates the deployment of distributed AI-
applications and hardware, capable of processing video data in real time. AI-assisted video …

An Efficient Privacy-Preserving Framework for Video Analytics

T Zhou - 2024 - scholarworks.umass.edu
With the proliferation of video content from surveillance cameras, social media, and live
streaming services, the need for efficient video analytics has grown immensely. In recent …

EdgeMask: An edge-based privacy preserving service for video data sharing

S Taghavi, W Shi - 2020 IEEE/ACM Symposium on Edge …, 2020 - ieeexplore.ieee.org
Preserving privacy in image and video data captured from public environments is essential
for any research group that leverages, publishes, or shares such data. Although there are …

VideoDP: A universal platform for video analytics with differential privacy

H Wang, S Xie, Y Hong - arXiv preprint arXiv:1909.08729, 2019 - arxiv.org
Massive amounts of video data are ubiquitously generated in personal devices and
dedicated video recording facilities. Analyzing such data would be extremely beneficial in …

Preva: Protecting inference privacy through policy-based video-frame transformation

R Lu, S Shi, D Wang, C Hu… - 2022 IEEE/ACM 7th …, 2022 - ieeexplore.ieee.org
Real-time edge-cloud video analytics systems have been widely used to support such
applications as traffic counting, surveillance, autonomous driving, Metaverse, etc. In such a …

[PDF][PDF] X-Stream: A Flexible, Adaptive Video Transformer for Privacy-Preserving Video Stream Analytics

D Feng, L Wang, S Chen, L Tung, F Liu - linwang.info
Video stream analytics (VSA) systems fuel many exciting applications that facilitate people's
lives, but also raise critical concerns about exposing too much individuals' privacy. To …

Privid: practical,{Privacy-Preserving} video analytics queries

F Cangialosi, N Agarwal, V Arun, S Narayana… - … USENIX Symposium on …, 2022 - usenix.org
Analytics on video recorded by cameras in public areas have the potential to fuel many
exciting applications, but also pose the risk of intruding on individuals' privacy …

Privacyeye: A privacy-preserving and computationally efficient deep learning-based mobile video analytics system

W Du, A Li, P Zhou, B Niu, D Wu - IEEE Transactions on Mobile …, 2021 - ieeexplore.ieee.org
Large volumes of video data recorded by the increasing mobile devices and embedded
sensors can be leveraged to answer queries of our lives, physical world and our evolving …

Semantic Privacy-Preserving for Video Surveillance Services on the Edge

AYC Huang, Y Chen, D Huang… - 2023 IEEE/ACM …, 2023 - ieeexplore.ieee.org
Intelligent Video surveillance systems, leveraging edge computing, have become
increasingly prevalent in various facilities, providing advanced monitoring and management …