A survey on differential privacy for unstructured data content

Y Zhao, J Chen - ACM Computing Surveys (CSUR), 2022 - dl.acm.org
Huge amounts of unstructured data including image, video, audio, and text are ubiquitously
generated and shared, and it is a challenge to protect sensitive personal information in …

Opportunities, applications, and challenges of edge-AI enabled video analytics in smart cities: a systematic review

E Badidi, K Moumane, F El Ghazi - IEEE Access, 2023 - ieeexplore.ieee.org
Video analytics with deep learning techniques has generated immense interest in academia
and industry, captivating minds with its transformative potential. Deep learning techniques …

Equi-vocal: Synthesizing queries for compositional video events from limited user interactions

E Zhang, M Daum, D He, B Haynes, R Krishna… - Proceedings of the …, 2023 - dl.acm.org
We introduce EQUI-VOCAL: a new system that automatically synthesizes queries over
videos from limited user interactions. The user only provides a handful of positive and …

Large-scale video analytics with cloud–edge collaborative continuous learning

Y Nan, S Jiang, M Li - ACM Transactions on Sensor Networks, 2023 - dl.acm.org
Deep learning–based video analytics demands high network bandwidth to ferry the large
volume of data when deployed on the cloud. When incorporated at the edge side, only …

Understanding policy and technical aspects of ai-enabled smart video surveillance to address public safety

BR Ardabili, AD Pazho, GA Noghre, C Neff… - Computational Urban …, 2023 - Springer
Recent advancements in artificial intelligence (AI) have seen the emergence of smart video
surveillance (SVS) in many practical applications, particularly for building safer and more …

People taking photos that faces never share: Privacy protection and fairness enhancement from camera to user

J Zhu, L Gu, X Wu, Z Li, T Harada, Y Zhu - Proceedings of the AAAI …, 2023 - ojs.aaai.org
The soaring number of personal mobile devices and public cameras poses a threat to
fundamental human rights and ethical principles. For example, the stolen of private …

Live video analytics as a service

GH Apostolo, P Bauszat, V Nigade, HE Bal… - Proceedings of the 2nd …, 2022 - dl.acm.org
Many private and public organizations deploy large numbers of cameras, which are used in
application services for public safety, healthcare, and traffic control. Recent advances in …

Boggart: Towards {General-Purpose} acceleration of retrospective video analytics

N Agarwal, R Netravali - … Symposium on Networked Systems Design and …, 2023 - usenix.org
Commercial retrospective video analytics platforms have increasingly adopted general
interfaces to support the custom queries and convolutional neural networks (CNNs) that …

Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques

R Xu, S Razavi, R Zheng - IEEE Communications Surveys & …, 2023 - ieeexplore.ieee.org
Video, as a key driver in the global explosion of digital information, can create tremendous
benefits for human society. Governments and enterprises are deploying innumerable …

{MadEye}: Boosting Live Video Analytics Accuracy with Adaptive Camera Configurations

M Wong, M Ramanujam, G Balakrishnan… - … USENIX Symposium on …, 2024 - usenix.org
Camera orientations (ie, rotation and zoom) govern the content that a camera captures in a
given scene, which in turn heavily influences the accuracy of live video analytics pipelines …