A pole-mounted device metal point defect detection method and device based on image recognition

CN119107291BActive Publication Date: 2026-08-28STATE GRID JIANGSU ELECTRIC POWER CO LTD +3
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Patent Information

Application Number
CN202411122346.9
Authority / Receiving Office
CN · China
Patent Type
Patents(China)
Current Assignee / Owner
Filing Date
2024-08-15
Publication Date
2026-08-28
Estimated Expiration
2044-08-15

AI Technical Summary

Technical Problem

因此,模型需要具备一定的泛化能力,能够适应不同情况下的检测需求,而上述专利文本提供的模型可能存在泛化能力不足的问题

Benefits of technology

[0096](1)对待检测柱上设备的视频数据进行镜头分割、关键帧提取和叠合滑动分割,提高待识别图像数据的质量和可靠性,从而提高后续识别的准确性;

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Abstract

The application discloses a kind of based on image recognition's column device metal point defect detection method and device, method includes: the sample image of column device metal point is collected to form training set;Improved YOLOv8 neural network model and convolutional neural network model are established and are trained respectively;The video data of column device to be detected is obtained, video data is carried out lens segmentation, key frame extraction and superposition sliding segmentation, and obtains segmentation feature map;The segmentation feature map is input to YOLOv8 neural network model and carries out column device identification;Column device feature map is respectively input to YOLOv8 neural network model and convolutional neural network model, and respectively obtain the first probability that metal point has defect and the second probability that metal point does not produce defect;According to the first probability and the second probability, whether metal point has defect is determined;The method can improve the accuracy of metal point defect identification.
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Citation Information

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