Bridging the {edge-cloud} barrier for real-time advanced vision analytics

Y Wang, W Wang, J Zhang, J Jiang… - 11th USENIX Workshop on …, 2019 - usenix.org
… sensors (cameras) and the cloud/edge servers do not always provide sufficient and stable
… This paper presents CloudSeg, an edge-to-cloud framework for advanced vision analytics …

Multiuser co-inference with batch processing capable edge server

W Shi, S Zhou, Z Niu, M Jiang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… , and offload a part of the sub-tasks to nearby edge servers. For the offloaded sub-tasks, we
assume that the edge server is equipped with one GPU, so the same sub-tasks from different …

Deep learning-based multiple object visual tracking on embedded system for IoT and mobile edge computing applications

B Blanco-Filgueira, D Garcia-Lesta… - IEEE Internet of …, 2019 - ieeexplore.ieee.org
… Image processing solutions range from traditional computer vision algorithms to the more …
vision tasks. Among the advantages of CNNs in comparison with traditional computer vision

How to Pipeline Frame Transfer and Server Inference in Edge-assisted AR to Optimize AR Task Accuracy?

P Dash, ZJ Kong, YC Hu, C Turner… - … Workshop on Edge …, 2023 - dl.acm.org
Edge-assisted AR supports high-quality AR on … edge servers to perform heavy vision tasks.
Since the result of an offloaded frame may not come back in the same frame interval, edge-…

Energy-aware mobile edge computing and routing for low-latency visual data processing

H Trinh, P Calyam, D Chemodanov… - IEEE Transactions …, 2018 - ieeexplore.ieee.org
… computer vision algorithms. Works such as [8] have shown that cloud server offloading can
… of a given processing task onto edge servers, and other parts of the task run on user devices…

Edge computing framework for cooperative video processing in multimedia IoT systems

C Long, Y Cao, T Jiang, Q Zhang - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
… IoT systems integrate image processing, computer vision and network capabilities, and have
… video task, edge nodes transmit the results to the server via cellular links. Finally, the server

Source compression with bounded dnn perception loss for iot edge computer vision

X Xie, KH Kim - The 25th Annual International Conference on Mobile …, 2019 - dl.acm.org
… With the upcoming 5G network that features mobile edgetasks to powerful edge servers
close to the clients. Briefly, IoT devices can stream captured video/image source to edge servers

AI-assisted edge vision for violence detection in IoT-based industrial surveillance networks

FUM Ullah, K Muhammad, IU Haq… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
… The proposed framework is consisting of Raspberry Pi device as edge server to acquire data
stream connected to IIoT network. The edge server used for screening is model B (version 3…

ECRT: An edge computing system for real-time image-based object tracking

Z Zhao, Z Jiang, N Ling, X Shuai, G Xing - Proceedings of the 16th ACM …, 2018 - dl.acm.org
… present an Edge Computing system … tasks such as inferencing a convolutional neural
network(CNN) into two parts, which are executed locally on an IoT device and/or on the edge server

Edge intelligence: On-demand deep learning model co-inference with device-edge synergy

E Li, Z Zhou, X Chen - … of the 2018 workshop on mobile edge …, 2018 - dl.acm.org
… To this end, we take a desktop PC to emulate the edge server, which … The available bandwidth
between the edge server and the … to fully accomplish the vision of intelligent edge service. …