… error vs processing rate optimization … video and then deploy the agent online for live video
streams. To this end, we develop FrameHopper, an edge-cloud collaborative video analytics …

… Motivated by this, we propose a pre-processing module that acts as a video filter … use
selective search to identify the region proposals. Selective search is a slow and tedious process …

… to the edge, we dissect the general video analytics process as well as review typical video
… with selective search. However, the regular CV algorithms also play an important role in …

… They have also been used by recent video analytics systems [59]. Canary data is similar to
sampling during pre-processing to optimize the query [7] except in our case the user explicitly …

… [48], we use the term denaturing to refer to the process of making video “safe” from a privacy
… This VM’s primary task is to perform selective denaturing of the video before it is stored or …

… In this paper, we present a video stream acquisition, processing and analytics framework
in the … It uses averaging and selective update methods [9] for updating the background in …

… [30], we use the term denaturing to refer to the process of making video “safe” from a privacy
… This VM’s primary task is to perform selective denaturing of the video before it is stored or …

… Therefore, by adopting a selective compression strategy, it is able to … and processing delay
than DDS as it bypasses the feedback loop by sending and processing the compressed video …

… of video data, which need to be processed by efficient video processing and data analytics
… associated with the autonomous processing of high temporal video data for intelligent …

… of automatic video analysis. We have studied two paradigms used in video analytics, which
… mation is sent to a central processing hub for processing, this paradigm is commonly known …