亚像素渲染
估计员
稳健性(进化)
计算机科学
线性回归
算法
流离失所(心理学)
人工智能
相位相关
计算机视觉
数学
统计
机器学习
短时傅里叶变换
基因
化学
傅里叶分析
心理治疗师
像素
数学分析
傅里叶变换
生物化学
心理学
作者
Dongbo Hu,Jiwen Zhao,Xing Yang,Xiaohu Zhang
标识
DOI:10.1109/tim.2022.3193964
摘要
This paper investigates a low-cost vision-based line-scan measurement (VLSM) system to achieve the high-precision positioning of linear motors. And an improved two-step phase difference method is performed for detecting subpixel translation of 1-D multi-frame images. In the first step of the algorithm, a fast normalized cross-correlation (FNCC) is adopted for coarse estimation to extract the overlapping portions of the two frames. In the second step, M-Estimator robust regression method is used to estimate the displacement parameters of the phase difference matrix of the overlap further accurately. The simulation cases indicate that the proposed approach outperforms the other existing methods in accuracy and robustness. In addition, the system and proposed algorithm are effectively validated in experiments and achieve a displacement detection of 0.01 mm grade of the mover.
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