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基于改进ResUNet分割网络的相位解包裹算法
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作者 杨旭彤 钟平 +2 位作者 靖执义 叶欣 郑新立 《光学与光电技术》 2024年第4期35-42,共8页
二维相位解包裹算法广泛应用于光学计量相关领域中。然而,实际应用场景中的高噪声和相位不连续等复杂环境常常导致传统相位解包裹失败。提出了一种基于深度卷积神经网络(Deep Convolutional Neural Network,DCNN)的方法应用于相位解包裹... 二维相位解包裹算法广泛应用于光学计量相关领域中。然而,实际应用场景中的高噪声和相位不连续等复杂环境常常导致传统相位解包裹失败。提出了一种基于深度卷积神经网络(Deep Convolutional Neural Network,DCNN)的方法应用于相位解包裹,该方法将相位解包裹视为一个多像素分类问题,通过引入了改进的ResUNet分割网络来识别类别,分割完成后,将包裹相位图和分割结果相结合即可生成展开相位。在仿真数据集上针对噪声和不连续情况分别与现有的方法进行比较,对于-2 dB噪声水平的包裹相位图,相位展开RMSE为0.006 2,对于相位不连续情况,RMSE_(m)和RMSE_(sd)分别为0.001 7和0.017 8,远低于ResUNet和其他几种方法。 展开更多
关键词 相移干涉测量 相位解包裹 深度学习 语义分割 不连续相位展开
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Measurement of a discontinuous object based on a dual-frequency grating
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作者 乔闹生 蔡新华 姚春梅 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第11期4881-4886,共6页
The dual-frequency grating measurement theory is proposed in order to carry out the measurement of a discontinuous object. Firstly, the reason why frequency spectra are produced by low frequency gratings and high freq... The dual-frequency grating measurement theory is proposed in order to carry out the measurement of a discontinuous object. Firstly, the reason why frequency spectra are produced by low frequency gratings and high frequency gratings in the field of frequency is analysed, and the relationship between the wrapped-phase and the unwrapping-phase is discussed. Secondly, a method to combine the advantages of the two kinds of gratings is proposed: one stripe is produced in the mutation part of the object measured by a suitable low frequency grating designed by MATLAB, then the phase produced by the low frequency grating need not be unfolded. The integer series of stripes is produced by a high frequency grating designed by MATLAB based on the frequency ratio of the two kinds of gratings and the high frequency wrapped-phase, and the high frequency unwrapping-phase is then obtained. In order to verify the correctness of the theoretical analysis, a steep discontinuous object of 600×600 pixels and 10.00 mm in height is simulated and a discontinuous object of ladder shape which is 32.00 mm in height is used in experiment. Both the simulation and the experiment can restore the discontinuous object height accurately by using the dual-frequency grating measurement theory. 展开更多
关键词 dual-frequency grating Fourier transform profilometry measurement of discontinuous object phase unwrapping
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