… In this paper, we present a systematic design of a video analytics framework with cloud-edge
collaborative continuous learning. The resource allocator of the system manages frame …

… and is deployed as an edge node. Each VF comprises three … VFO node needs to assign the
VFC to the edge environment. … to an edge device, such that the video analytics are generated …

… In Section III, we discuss the system architecture and the specifications of video analytics
pipeline. In Section … We migrate each of these two tasks from an edge node to the cloud. For all …

… , except that the edge node may not have sufficient capacity to support heavy DNN
algorithms. It motivates us to exploit an edge-cloud collaboration for video analytics (eg, face …

… real-time video analytics in a cost efficient manner at the edge, as depicted in Figure 1. … in
scaling video analytics, when only a handful of GPUs are present at the edge computing node. …

… edge video analytics, we will show in this paper that the detection processing performance in
FPS on such edge AI … in Section IV, with different edge node configurations and up to seven …

… , a small fog node installed on a street light. In other cases, edge nodes are installed for one
… Real-time video analytics differs from other types of video analytics in that the results of the …

… Often, the edge node in these clusters is the camera, with some compute abilities, … cameras,
standard video analytics architectures should adapt to incorporate their video feeds. These …

… to process video data. In this research, we will propose video analytic system to process video
data for … methods are more important phases of video analytic system. We will propose the …

… implement a novel edge-cloud interworking framework in the video analytics of IoT … of video
analytics that include location-switching delays, data transmission delays between the edge …