… We aim to find the most suitable video analytics offloading configuration and bandwidth … a
multi-user edge-assisted video analytics system. Since the Lyapunov optimization framework […

… the trade-off among the analytics accuracy, service latency, and … most suitable video analytics
offloading configuration and … which can select appropriate configurations for multiple video …

… To significantly reduce the cost of profiling, we propose an automatic and adaptive configuration
algorithm. In particular, we leverage agent’s automatic selection characteristic instead of …

… to develop Chameleon, a video analytics system that optimizes … of video analytics pipelines,
by adapting their configurations … The choice of configuration of a video analytics pipeline has …

… candidates, the profiles [11], [12] are widely used to maintain those representative ones
for selection before the analytics. However, the profiles are easily outdated with the inner …

… , we observe that the choices of the batch sizes directly … batch adaptation for video streaming
in video analytics applications… 19] applies new configuration for the video analytics pipeline …

… -adaptive configuration selection framework that fully exploits the potential of SR techniques
in helping video analytics … ratios, referred to as configurations, to balance the tradeoff among …

… in video analytics systems for adaptive configuration update [29], [36]. The optimal configuration
… Since only one configuration can be selected within a window, we assume that the …

… fast usually need expensive configurations to track, and cheap configurations suffice for …
video analytics results to guide the selection of frame rate and resolution to adapt configurations …

… The model selected in this paper is YOLOv5 [23], the latest work of the single-stage object
detection model. In order to adapt to different needs, YOLOv5 also provides a variety of …