Intelligent monitoring real-time processing method, device and apparatus and storage medium

Abstract

The invention discloses an intelligent monitoring real-time processing method and device, a computer device and a storage medium. The method comprises: receiving the real-time video stream sent by themonitor terminal, extracting a preset number of video frame images from that real-time video stream,as sample data, which can avoidnetwork congestion caused by the direct use of real-time video streams with large amounts of data, improves the stability and timeliness of abnormal behavior monitoring; then preprocessing the sampled data, and extracting RGB features, optical flow characteristics andhuman posture characteristics, wherein these three features are input into the convolution neural network model for recognition, the recognition result is compared with the preset abnormal behavior category; judging whether the abnormal behavior is included in the video sampling data, using these three characteristics to more accurately predict the behavior of the actor in the video image, whichcan improve the accuracy of abnormal behavior prediction, uses convolution neural network model to automatically identify the abnormal behavior in the sampling data, and realizes the real-time monitoring of abnormal behavior.

Description

technical field [0001] The invention relates to the field of security monitoring, in particular to a method, device, computer equipment and storage medium for real-time processing of intelligent monitoring. Background technique [0002] With the development of social economy, the rapid development of the society and the increasing population, more and more people will prefer public places for activities. In public places in some big cities, the population density is very high. When the population density is too high, It is inevitable that some abnormal events will occur, especially in the bustling streets, large shopping malls, stadiums and large factories. Abnormal events still occur from time to time. If they cannot be detected and dealt with in time, it is easy to cause casualties and property losses. [0003] In order to monitor these abnormal events, one of the measures generally taken is to add a video surveillance system. At present, video surveillance systems have s...

AI Technical Summary

Problems solved by technology

[0005] Embodiments of the present invention provide a method, device, computer equipment, and storage medium for intelligent monitoring and real-time processing, so as to solve the problems of omission of abnormal behavior monitoring in the video caused by the current manual monitoring method, and the monitoring is not timely and the accuracy of monitoring is not high.

Images