… video characteristics, which we refer to as VAP performance … first VAP benchmark to achieve
performance clarity. Using … benchmark video set, Yoda builds a performance clarity profile …

… may maximize the performance of the video analytics module, other … holistically alongside
the key performance metrics. … We use two parameters to determine the clarity of a video/image …

… define edge intelligence, as the convergence between edge … , edge and cloud devices to
optimize the overall performance … end, edge and cloud devices to maximize the performance of …

… We also study the performance of different object detection models, including EfficientDet
[49], Faster-RCNN [44] and YOLOv3 [43], on each individual frame of a selected trace from UA-…

… For clarity, we use PG and PE to represent the … -time video analytics and do not have any
theoretical performance guarantee, considering limited device resources and dynamic edge …

… With its optimized architecture, Inception excels at efficiently processing high-resolution
images, enhancing the overall performance of edge video analytics systems [79]. …

… Low-quality or noisy video data can impact the visibility and clarity of the objects or … It provides
a comprehensive analysis of the proposed AI Edge Video Analytics system’s performance …

… in other sections to increase clarity about those topics. … , edge nodes are called cloudlets that
perform video analytics… enhances the performance of data aggregation and analytics. Many …

… -art on edge video analytic systems as reported in the research literature, so as to provide
clarity to … Evaluation: The performance of the system needs to be evaluated experimentally for …

… knowledge has proven to improve video analysis performances in several ways, although
… the wide diffusion of Fog and Edge computing architectures for video analytics lately. In this …