Zelda: Video analytics using vision-language models

F Romero, C Winston, J Hauswald, M Zaharia… - arXiv preprint arXiv …, 2023 - arxiv.org
Advances in ML have motivated the design of video analytics systems that allow for
structured queries over video datasets. However, existing systems limit query expressivity …

From Limited Resources to Powerful Insights: Empowering Low-cost Cameras for Efficient Retrospective Querying

Q Wen, J Zhou, R Chen, Z Luo, G Tyson… - IEEE Internet of …, 2024 - ieeexplore.ieee.org
Uploading videos from low-cost cameras to the cloud for retrospective analysis presents
challenges in privacy, network, and computation. To address these issues and achieve low …

COUPLE: Orchestrating Video Analytics on Heterogeneous Mobile Processors

H Bao, Z Zhou, F Xu, X Chen - 2024 IEEE 40th International …, 2024 - ieeexplore.ieee.org
Video analytics is considered the killer application of edge computing and has been
successfully deployed across diverse domains. Yet, executing video analytics on mobile …

General Purpose and Interactive Video Analytics

FAR Llamas - 2023 - search.proquest.com
The proliferation of video collections and the increased capabilities of machine learning
models have led to a growing desire for video analytics—the process of extracting insights …