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快速异常检测用于基于视觉的工业检查,使用级零子空间PCA检测器

Muhammad Bilal1,2, Muhammad Shehzad Hanif1,2

  • 1Department of Electrical and Computer Engineering, College of Engineering, King Abdulaziz University, Jeddah 21589, Saudi Arabia.

Sensors (Basel, Switzerland)
|August 14, 2025
PubMed
概括

本研究介绍了一种新的,高效的异常检测框架,使用轻量级的CNN和PCA对工业成像的低方差特征进行检测. 该方法在降低计算成本的情况下实现了高精度,使其适用于资源有限的环境.

关键词:
主要组件分析主要组件分析检测异常检测异常检测连锁式探测器 连锁式探测器 连锁式探测器计算机视觉 计算机视觉工业检查 工业检查 工业检查一个零子空间是零子空间.

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