Oho Eisaku, Suzuki Kazuhiko, Yamazaki Sadao
Department of Electrical and Electronic Engineering, Faculty of Engineering, Kogakuin University, 2665-1 Nakano-Machi, Hachioji, Tokyo 192-0015, Japan.
Research & Development Center, Nohmi Bosai Ltd., 1-18-13, Chuo, Misato, Saitama 341-0038, Japan.
Scanning. 2021 Nov 15;2021:2226577. doi: 10.1155/2021/2226577. eCollection 2021.
A correlation coefficient is often used as a measure of the strength of a linear relationship (i.e., the degree of similarity) between two sets of data in a variety of fields. However, in the field of scanning electron microscopy (SEM), it is frequently difficult to properly use the correlation coefficient because SEM images generally include severe noise, which affects the measurement of this coefficient. The current study describes a method of obtaining a correlation coefficient that is unaffected by SEM noise in principle. This correlation coefficient is obtained from a total of four SEM images, comprising two sets of two images with identical views, by calculating several covariance values. Numerical experiments confirm that the measured correlation coefficients obtained using the proposed method for noisy images are equal to those for noise-free images. Furthermore, the present method can be combined with a highly accurate and noise-robust position alignment as needed. As one application, we show that it is possible to immediately examine the degree of specimen damage due to electron beam irradiation during a certain SEM observation, which has been difficult until now.
相关系数经常被用作衡量各种领域中两组数据之间线性关系强度(即相似程度)的指标。然而,在扫描电子显微镜(SEM)领域,由于SEM图像通常包含严重噪声,这会影响该系数的测量,所以常常难以正确使用相关系数。当前研究描述了一种原则上不受SEM噪声影响的相关系数获取方法。该相关系数通过计算几个协方差值,从总共四张SEM图像中获得,这四张图像由两组具有相同视角的两张图像组成。数值实验证实,使用所提出的方法对有噪声图像测量得到的相关系数与无噪声图像的相关系数相等。此外,本方法可根据需要与高精度且抗噪声的位置对齐相结合。作为一个应用实例,我们表明在特定的SEM观察过程中,能够立即检测出由于电子束辐照导致的样品损伤程度,而这在之前一直是困难的。