A Survey of Performance Optimization in Neural Network-Based Video Analytics Systems [article]

Nada Ibrahim, Preeti Maurya, Omid Jafari, Parth Nagarkar
2021 arXiv   pre-print
Video analytics systems perform automatic events, movements, and actions recognition in a video and make it possible to execute queries on the video. As a result of a large number of video data that need to be processed, optimizing the performance of video analytics systems has become an important research topic. Neural networks are the state-of-the-art for performing video analytics tasks such as video annotation and object detection. Prior survey papers consider application-specific video
more » ... ytics techniques that improve accuracy of the results; however, in this survey paper, we provide a review of the techniques that focus on optimizing the performance of Neural Network-Based Video Analytics Systems.
arXiv:2105.14195v1 fatcat:klq3urgjsjhb7ef7qfdp6dly3u