L Zhang, Y Zhang, X Wu, F Wang, L Cui… - … -IEEE Conference on …, 2022 - ieeexplore.ieee.org
… Chameleon [19] adopts a video streaming adaptation by periodically profiling the beginning part of each batch to output the configuration update. AWStream [20] uses a streaming …
WJ Kim, CH Youn - IEEE Access, 2020 - ieeexplore.ieee.org
… The profiling cost of Chameleon is even much higher than its … inference cost of Chameleon for videoanalytics on VIRAT … Chameleon: scalableadaptation of videoanalytics." …
… This section provides an overview of videoanalytics before delving into the key challenges … Scaling real-time, wide-area videoanalytics poses a challenge for bandwidth-limited, …
K Wu, Y Jin, W Miao, Z Zeng, Z Qian… - 2021 IEEE/ACM 29th …, 2021 - ieeexplore.ieee.org
… Chameleon exceed slot frequently, which means Chameleon… Scalable object detection using deep neural networks. In … based configuration adaptation for videoanalytics system in edge …
WJ Kim, CH Youn - Advances in Artificial Intelligence and Applied …, 2021 - Springer
… a low-cost videoanalytics system analyzing multiple video streams … Compared to Chameleon, the proposed algorithm finds … Meanwhile, Chameleon, which profiles limited configuration …
… The two approaches represent a tradeoff— the data-driven approach can better adapt to … Chameleon [18] exploits content similarity across cameras to amortize query profiling costs, …
… Continuous learning has recently shown promising results for videoanalytics by adapting a … fundamental limitations so that videoanalytics are scalable with more consistent accuracy. …
… live videoanalytics system based on the smart camera-edge cluster architecture, that is able to adapt … systems such as VideoStorm [39], Chameleon [22] and NoScope [25] where video …
… 3) We design a scalable resource scheduler for joint … new classes, as well as adapt to the changing characteristics of the … Chameleon exploits correlations in camera content to amortize …