Method and device for detecting illegal wearing in power production and storage medium

The invention provides a method and device for detecting illegal wearing in electric power production and a storage medium, and the method comprises the steps: training an improved YOLOv5 detection model through employing a training data set which is obtained in advance and is used for detecting ill...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Hauptverfasser: MA QINQIN, WANG LINNAN, LIN PINGYUAN, PANG BINGYAO, OU XIAOYONG, HUO YONGBO, LIAN JIE, XU XUEXIN, ZHANG ZHIHONG, GUO YIMING, LI YIFAN, YANG LE, JIANG WEIQIANG, REN XIAOLONG, YANG HEE-JAE
Format: Patent
Sprache:chi ; eng
Schlagworte:
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:The invention provides a method and device for detecting illegal wearing in electric power production and a storage medium, and the method comprises the steps: training an improved YOLOv5 detection model through employing a training data set which is obtained in advance and is used for detecting illegal wearing in electric power production, the improved model is obtained based on YOLOv5 by using an asymmetric convolution block ACB in a backbone network and applying a Transform module in an output layer and a Neck layer of the backbone network. And obtaining a to-be-detected image, and carrying out illegal wearing detection on the image by using the trained improved model. By using the above technical scheme, the detection robustness of small and irregular objects in the illegal wearing detection task in the power construction scene can be improved, a more accurate detection result can be obtained, and the method has stronger generalization. 本发明提供了一种电力生产中检测违规穿戴的方法、装置及存储介质,该方法包括:使用预先获得的、用于在电力生产中检测违规穿戴的训练数据集来训练改