Electric power infrastructure construction site violation identification method and system
A construction site and identification method technology, applied in the field of electric power engineering, can solve the problems of lack of precise evaluation, deduction and display tools for placement and height constraints, habitual violations, and insufficient enforcement and supervision, so as to promote intelligent operation. The effect of inspection mode change, efficiency improvement and professional depth, efficiency improvement and accuracy rate improvement
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Embodiment 1
[0072] Embodiment 1 of the present disclosure provides a method for identifying violations at the construction site of electric power infrastructure, which analyzes and processes sample feature information on the obtained original video material, adds artificial prior knowledge and image recognition results, and performs feature extraction, classifier model training and verification. , to realize the intelligent judgment of illegal operation behavior.
[0073] Specifically, include the following:
[0074] S1: Sample data classification processing and sample labeling
[0075] Collect image and video data samples at the power infrastructure construction site, compare the sample library, and use the computer to automatically label the samples according to the established sample labeling rules. Compared with the traditional manual labeling method, the work efficiency is significantly improved; Various types of workers, electrical equipment, safety helmets, insulating gloves, etc....
Embodiment 2
[0106] Embodiment 2 of the present disclosure provides a system for identifying violations at a power infrastructure construction site, including:
[0107] The data acquisition module is configured to: acquire the video frame image data of the power infrastructure construction site;
[0108] The feature extraction module is configured to: use the first neural network model to extract device features from video frame images to obtain device feature maps;
[0109] The candidate area acquisition module is configured to: use a preset candidate area generation network to obtain feature candidate areas of various scales and aspect ratios according to the obtained device feature map;
[0110] The violation identification module is configured to: use the preset classification regression network to obtain equipment identification results according to the obtained equipment feature map and feature candidate areas, and judge on-site violations according to the equipment identification re...
Embodiment 3
[0113] Embodiment 3 of the present disclosure provides an auxiliary system for control and control of violations at the construction site of electric power infrastructure, such as Figure 10 As shown, the overall architecture of the system is divided into three levels: intelligent video surveillance acquisition terminal, intelligent mobile monitoring platform and remote monitoring center.
[0114] The intelligent video surveillance acquisition terminal is deployed on the infrastructure site, adopts a portable design, does not require additional new video surveillance equipment, and integrates a video data intelligent analysis unit and a video violation storage unit, wherein the video data intelligent analysis unit is used for The video image is subjected to comparative analysis of video data, identification of violation features, and confirmation of violations; the video violation storage unit is used for alarming the violation results and storing violation logs, and the video ...
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