T Tan, G Cao - IEEE INFOCOM 2020-IEEE Conference on …, 2020 - ieeexplore.ieee.org
… deep learning videoanalytics through edge processing and NeuralProcessingUnit (NPU) in … are developing dedicated NeuralProcessingUnits (NPUs) for mobile devices, which can …
T Tan, G Cao - IEEE INFOCOM 2022-IEEE Conference on …, 2022 - ieeexplore.ieee.org
… for deep learning videoanalytics on mobile devices with NPU. … if the video frame should be offloaded for further processing. … loss problem in deep learning videoanalytics on NPU based …
T Stone, N Stone, P Jain, Y Jiang… - 2019 16th Annual …, 2019 - ieeexplore.ieee.org
… A system that analyzes a large number of camera feeds needs … we can enable real-time videoanalytics in a cost efficient … opportunities available in scaling videoanalytics, when only a …
… This section provides an overview of videoanalytics before delving into the key challenges … We set the neural network batch size based on a short parameter sweep. Evaluation …
L Mi, T Yuan, W Wang, H Dai, L Sun… - IEEE/ACM …, 2024 - ieeexplore.ieee.org
… or over-compressed/pruned video streaming protocols, eg, … (eg, neural super-resolution) to improve the quality of videos (… real-time and neural-enhanced videoanalytics, selects a few …
… devices employ Neural Network processingunits at edge … system equipment and datasets which reveal the volatile performance of videoanalytics and their dependency on said system …
Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
… the general videoanalyticsprocess as well as review typical videoanalytics algorithms used … best configurations for deep convolutional neural network-based videoanalytic pipelines. …
… Advancements in deep neural networks (DNNs) and widespread deployment of video cameras have fueled the need for videoanalytics systems. Despite rapid advances in system …
H Liu, G Cao - IEEE Transactions on Wireless Communications, 2022 - ieeexplore.ieee.org
… of NeuralProcessingUnit (NPU) and pro- 128 posed techniques to optimize accuracy or utility of video 129 analytics through edge processing and … consumption of videoanalytics, and …