Adaptive configuration selection and bandwidth allocation for edge-based video analytics

S Zhang, C Wang, Y Jin, J Wu, Z Qian… - … /ACM Transactions on …, 2021 - ieeexplore.ieee.org
… the most suitable video analytics offloading configuration and bandwidth allocation scheme,
… Wu, “Provably efficient resource allocation for edge service entities using Hermes,” IEEE/…

Joint configuration adaptation and bandwidth allocation for edge-based real-time video analytics

C Wang, S Zhang, Y Chen, Z Qian… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
… analytics which is capable of optimizing the trade-off among the analyticsvideo analytics
offloading configuration and bandwidth allocation scheme for a multi-user edge-assisted video

Intelligent resource allocation for video analytics in blockchain-enabled internet of autonomous vehicles with edge computing

X Jiang, FR Yu, T Song… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… MEC system for video analytics application, and the main contributions of this article are
summarized as follows. 1) This article proposes a novel video analytics framework for blockchain…

Decomposable intelligence on cloud-edge iot framework for live video analytics

Y Zhang, JH Liu, CY Wang… - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
… Therefore, it is necessary to address a joint resource allocation problem with multitype
resources subject to both latency and accuracy requirements for live video analytics. …

Edge video analytics for public safety: A review

Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
… cluster to optimize query knobs and resource allocation, and VideoStorm cannot be trivially
applied to problem setting (ie, hierarchical clouds). Chameleon [146] can continuously adjust …

Edge coordinated query configuration for low-latency and accurate video analytics

P Yang, F Lyu, W Wu, N Zhang, L Yu… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
video continuum from end cameras to the cloud. Second, we consider practical live video
analytics… Thus the camera coordination and resource allocation need to be performed on a per-…

{RECL}: Responsive {Resource-Efficient} continuous learning for video analytics

M Khani, G Ananthanarayanan, K Hsieh… - … USENIX Symposium on …, 2023 - usenix.org
… For example, an early stop at 1 epoch has the same cost as RECL’s in-band method but
performs worse than round-robin when resource allocation becomes more challenging with 8 …

AutoML for video analytics with edge computing

A Galanopoulos, JA Ayala-Romero… - … -IEEE Conference on …, 2021 - ieeexplore.ieee.org
… Clearly, deciding jointly the resource allocation and pipeline configuration is of utmost
importance. Pertinent studies focus on reducing the resource costs of video analytics [10], [11], …

Ekya: Continuous learning of video analytics models on edge compute servers

R Bhardwaj, Z Xia, G Ananthanarayanan… - … USENIX Symposium on …, 2022 - usenix.org
… contributions of resource allocation and configuration selection (on 10 video streams with 4
… the smart resource allocation in Ekya (ie, using the inference/training resource partition of the …

FedVision: Federated Video Analytics With Edge Computing

Y Deng, T Han, N Ansari - IEEE Open Journal of the Computer …, 2020 - ieeexplore.ieee.org
resource allocation in cloud computing for video analytics and optimization methods for
processing video … a federated video analytics system that enable a cooperative processing of …