Ec²detect: real-time online video object detection in edge-cloud collaborative IoT

S Guo, C Zhao, G Wang, J Yang… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
detection method. Specifically, we propose a trackingassisted object detection architecture
based on edge-cloud … but heavy object detection is conducted by the Cloud on sparse …

Distributed and efficient object detection via interactions among devices, edge, and cloud

Y Guo, B Zou, J Ren, Q Liu, D Zhang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
… In this paper, we propose an object detection architecture based on edge computing to … the
edge and the cloud. In this paper, we propose an object detection architecture based on edge

Edge YOLO: Real-time intelligent object detection system based on edge-cloud cooperation in autonomous vehicles

S Liang, H Wu, L Zhen, Q Hua, S Garg… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
… , deep learning-based object detection (DL-OD) … object detection (OD) system based on
edge-cloud cooperation and reconstructive convolutional neural networks, which is called Edge

Context-aware object detection for vehicular networks based on edge-cloud cooperation

J Guo, B Song, S Chen, FR Yu, X Du… - IEEE Internet of Things …, 2019 - ieeexplore.ieee.org
… context-aware object detection method based on edge-cloud cooperation. Specifically, an
object detection model based on deep learning is established in the cloud server. Different …

Distributed edge cloud R-CNN for real time object detection

J Herrera, MA Demir, P Yousefi… - 2018 World …, 2018 - ieeexplore.ieee.org
object detection pipelines are containerized and deployed on various devices in the cloud
to … This distributed computing approach to an object detection pipeline is the first the authors …

An edge-cloud collaborative object detection system

L Xu, D Yang - Inernational Conference on Ubiquitous Security, 2021 - Springer
… , the cloud-edge collaborating system proposed in this paper deploys lightweight networks
at the edge to identify the first k of the most probable classifications for each object to choose …

Scalable object detection for edge cloud environments

R Hector, M Umar, A Mehmood, Z Li… - Frontiers in Sustainable …, 2021 - frontiersin.org
… great relevance to edge cloud applications. Network … object detection and DNN design. In
section 3, we present the proposed elasticized SSD network for object detection in edge cloud

Edge assisted real-time object detection for mobile augmented reality

L Liu, H Li, M Gruteser - The 25th annual international conference on …, 2019 - dl.acm.org
… Offloading object detection to the edge or cloud is also very … the object detection inference
on the frame at the edge cloud tinf er = T3 −T2, and (3) the time to transmit the detection results …

A splittable dnn-based object detector for edge-cloud collaborative real-time video inference

JC Lee, Y Kim, ST Moon, JH Ko - 2021 17th IEEE International …, 2021 - ieeexplore.ieee.org
… To overcome these obstacles for efficient edge-cloud collaboration, we propose a novel
architecture of a deep learning based object detection model, as shown in Figure 3(d). First, the …

Edge-network-assisted real-time object detection framework for autonomous driving

SW Kim, K Ko, H Ko, VCM Leung - IEEE Network, 2021 - ieeexplore.ieee.org
… embedded systems and object detection speed in the edge cloud influence the average …
-power embedded systems and object detection speed in the edge cloud according to the input …