双摄像头框架用于检测显示器制造中的多层盖玻璃上微妙的,低对比度的缺陷
Applied optics
|September 22, 2025
概括
这项研究引入了一种新的硬件算法框架,用于精确检测智能手机显示屏盖玻璃缺陷. 该系统有效地克服了透明度干扰,低对比度可见性和工艺噪声,实现了高检测精度.
科学领域:
- 材料科学 材料科学 材料科学
- 光学工程是指光学工程.
- 计算机视觉 计算机视觉
背景情况:
- 智能手机显示器制造需要对光学性能进行严格的质量控制.
- 检查多层透明覆盖玻璃提出了诸如干扰,低对比度缺陷和异构噪声等挑战.
研究的目的:
- 开发一个共同设计的硬件算法框架,以准确有效地检测盖玻璃缺陷.
- 为了解决显示器制造中的成层后检查的局限性.
主要方法:
- 一个双摄像头成像系统用于多视角同步采集,以处理透明度干扰.
- 注意引导的快波波形变形 (FT-SWT) 融合用于隔离低对比度缺陷特征.
- 无向型多尺度高斯过以消除定向噪声,同时保持边界.
主要成果:
- 该框架在工业样本上实现了98.7%的检测精度.
- 实时检测能力得到了证明.
- 成功识别了微米级颗粒,粘合剂空隙和纹理异常.
结论:
- 拟议的框架为显示器制造中的透明多层复合材料的质量控制提供了强大的解决方案.
- 这种方法提高了智能手机生产中缺陷检测准确度和效率.
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