… for video analytics of different regions vary across one frame. Hence, we propose Abate, a
… aware video coding and analytics scheme, to achieve bandwidthefficient video analytics. …

… further reduced by pruning and quantization. However, use of … Scalable Video Analytics:
Along with its filtering capability … the video analytics system’s capability to serve multiple video …

… , a video analytics system with a declarative query language and two novel optimizations
for … BLAZEIT’s declarative query language, FRAMEQL, extends SQL with video-specific …

… the VIVA video analytics system that uses relational hints to optimize SQL queries on video
… VIVA relieves users from rewriting and manually optimizing video queries as new models …

… To the best of our knowledge, this is the first work to jointly optimize configuration adaption
… Cheng, “Quantized convolutional neural networks for mobile devices,” in Proc. IEEE CVPR, …

… space for incoming video clips. In this paper, we design, optimize, and implement an
analytics-aware storage server … We add a video analytics platform to the storage server, which …

… HEVC prescribes an exhaustive and recursive QT frame partitioning procedure to optimize
… Next, each CU is quantized based on a fixed QP (range 0 − 51). We infer from [1] that larger …

… Our algorithm is developed based on Lyapunov optimization and Markov approximation,
works online without requiring future information, and achieves a provable performance bound. …

… architecture and the specifications of video analytics pipeline. In Section IV… quantization
has a negligible effect on the accuracy of object detection [43]. Now we can compress quantized …

… enables real time video analytics at scale via harnessing the videos content associations …
phase for real time video inference. Experiments on real-world video feeds show that CrossRoI …