首页|基于光线重排的印制电路板高速扫描成像迭代去模糊方法研究

基于光线重排的印制电路板高速扫描成像迭代去模糊方法研究

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自动光学检测(automated optical inspection,AOI)相机运动速度过高,拍摄印制电路板(printed circuit board,PCB)图像会产生严重模糊.如能正确恢复因此而产生的退化,可提高相机的运动速度,进而提高AOI的检测效率.受代数迭代重建算法(algebraic reconstruction technique,ART)启发,提出一种基于光线重排的图像非盲去模糊算法.该方法在模糊核已知的情况下,基于快速迭代收缩阈值算法(fast iterative shrinkage thresholding algorithm,FISTA)迭代重建算法,运用Nestrov加速和光线重排提高了迭代收敛速度,运用数据正则抑制图像的各类加性噪声和伪影,较好地重建出原本的清晰图像.结果表明,该方法对噪声具有较好的抑制能力,对AOI相机运动曝光引起的严重模糊,较常用的传统逆滤波方法具有更好的图像恢复效果.
Research on iterative deblurring method for high speed scanning imaging of printed circuit board based on ray rearrangement
The image of the printed circuit board(PCB)captured by the automated optical inspection(AOI)while in fast motion is significantly blurred.To enhance scanning and improve efficiency,restoring the image's clarity is essential.This article draws inspiration from the algebra reconstruction technique(ART)and presents a non-blind deblurring method based on ray rearrangement.This approach is founded on the iterative reconstruction algorithm of fast iterative shrinkage thresholding algorithm(FISTA).It employs Nestrov acceleration and ray rearrangement to enhance convergence speed and regularization to diminish the additive noise and artifacts in the image.The findings suggest that this technique demonstrates enhanced proficiency in noise suppression and image restoration in contrast to the conventional inverse filtering approach.

non-blind deblurringalgebra reconstruction techniquemotion blur

许润泽、罗守华、鄢志鸿、刘鹏飞

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东南大学生物科学与医学工程学院 南京 210000

深圳明锐理想科技有限公司 深圳 518000

图像非盲去模糊 代数迭代重建算法 运动模糊

国家自然科学基金江苏省重点研发计划江苏省前沿引领技术基础研究专项

61871126BE2022828BK20222002

2024

国外电子测量技术
北京方略信息科技有限公司

国外电子测量技术

CSTPCD
影响因子:1.414
ISSN:1002-8978
年,卷(期):2024.43(1)
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