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篇名
Machine Vision Based Defect Detection Method for Electronic Component Solder Pads
並列篇名
Machine Vision Based Defect Detection Method for Electronic Component Solder Pads
作者 Xiaoning Bo (Xiaoning Bo)Jin Wang (Jin Wang)Honglan Li (Honglan Li)Guoqin Li (Guoqin Li)Feng Lu (Feng Lu)
英文摘要

This paper proposes a machine vision based solder pad detection method to improve the detection accuracy and efficiency of PCB solder pad defects in electronic components due to missed detection and low detection efficiency. Firstly, preprocess the electronic component pad images collected by the visual system, then use threshold segmentation method to perform preliminary segmentation of the pad images. Then, the coarse segmented images are finely segmented using mean clustering method, and the fine segmented images are pixel edge extracted. Finally, the matrix subpixel edge detection method is used to improve the edge detection accuracy. Simulation experiments have shown that the proposed method can significantly improve the accuracy and speed of defect recognition.

 

起訖頁 175-183
關鍵詞 machine visionpaddeep learningFaster R-CNN
刊名 電腦學刊  
期數 202308 (34:4期)
該期刊-上一篇 A Point Cloud Classification Method and Its Applications Based on Multi-Head Self-Attention
該期刊-下一篇 Method for Predicting and Evaluating Post Earthquake Damage of Urban Buildings Based on Artificial Intelligence Algorithms
 

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