Collaborative edge and cloud neural networks for real-time video processing

PM Grulich, F Nawab - Proceedings of the VLDB Endowment, 2018 - dl.acm.org
… a collaborative processing model between the edge and the cloud—called an Edge-Cloud
latency and bandwidth consumption of Edge-Cloud video processing, especially for Neural …

A streaming cloud platform for real-time video processing on embedded devices

W Zhang, H Sun, D Zhao, L Xu, X Liu… - … on Cloud …, 2019 - ieeexplore.ieee.org
… of cloud computing mechanisms for parallel processing to boost performance. In this paper,
we propose a cloud platform for real-time video processing … for edge and cloud computing, …

Videoedge: Processing camera streams using hierarchical clusters

CC Hung, G Ananthanarayanan… - … Symposium on Edge …, 2018 - ieeexplore.ieee.org
… For example, with just one query per camera, we can stream all video to the cloud and process
it there; however, as the load increases, this becomes harder and VideoEdge can run the …

Balancing video analytics processing and bandwidth for edge-cloud networks

L O'Gorman, X Wang - 2018 24th International Conference on …, 2018 - ieeexplore.ieee.org
… the cost of processing power in the many devices. In this work, we investigate processing/bandwidth
tradeoffs for video analytics applications on an edge-cloud camera network. …

An intelligent video processing architecture for edge-cloud video streaming

C Gao, Y Wang, W Chen… - 2021 58th ACM/IEEE …, 2021 - ieeexplore.ieee.org
… Abstract—This work proposes an intelligent video processing architecture for bandwidth-efficient
edge-cloud video streaming. On receiving the bandwidth-saving low-quality video

SurveilEdge: Real-time video query based on collaborative cloud-edge deep learning

S Wang, S Yang, C Zhao - IEEE INFOCOM 2020-IEEE …, 2020 - ieeexplore.ieee.org
… of cloud computing and edge computing collaboratively, we present SurveilEdge for real-time
queries of large-scale surveillance video … query response time than the cloud-only solution; …

Javp: Joint-aware video processing with edge-cloud collaboration for dnn inference

Z Yang, W Ji, Q Guo, Z Wang - … of the 31st ACM International Conference …, 2023 - dl.acm.org
… amount of videoedge-cloud collaborative video processing under resource-constrained
conditions. In this paper, we propose a joint-aware video processing architecture for edge-cloud

Croesus: Multi-stage processing and transactions for video-analytics in edge-cloud systems

S Gazzaz, V Chakraborty… - 2022 IEEE 38th …, 2022 - ieeexplore.ieee.org
… We propose Croesus, a multi-stage edge-cloud video processing framework that aims to …
consists of an edge-cloud video analytics component and a transaction processing component. …

Enabling edge-cloud video analytics for robotics applications

Y Wang, W Wang, D Liu, X Jin, J Jiang… - … Transactions on Cloud …, 2022 - ieeexplore.ieee.org
… of a few semantic classes and video frames. Autonomous robotics applications especially …
the prior edge-cloud systems. We present Runespoor, an edge-cloud video analytics system …

Profit maximization for video caching and processing in edge cloud

Y Hao, L Hu, Y Qian, M Chen - IEEE Journal on Selected Areas …, 2019 - ieeexplore.ieee.org
video caching and processing based on edge cloud, as shown in the Fig. 1. We consider a
system includes video service providers (eg, Youtube, Youku), edge clouds … the edge cloud