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Open Access Research Article

Defect Detection of Using Variant CNN in the Processing of Cover Glass, Touch Screen and Display under Parallel Light

Xiangying Wei, Wei Feng, Qujiang Lei, Guangchao Gui, Shangzhi Le, Jiahao Zhong, Weijun Wang

Published: 14 Mar 2026

Keywords

Keywords-convolutional neural network; defect detection; high precision; parallel light.

Abstract

Abstract—Due to the development of mobile phone technology, the precision requirements for various parts of the mobile phone processing industry are getting higher and higher. Under the screen fingerprint, curved screen and other functions, so that the phone cover glass, touch screen, display processing needs micron-level precision. Although the production process to minimize dust, powder and other interference, but there will still be some product defects. This paper discusses how to do defect detection better in the processing of mobile phone screen, and proposes a defect detection method based on variant CNN to improve the detection accuracy.


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