首页|基于改进Canny-Devernay亚像素边缘检测算法的接触角测量方法研究

基于改进Canny-Devernay亚像素边缘检测算法的接触角测量方法研究

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针对传统Canny算法对液滴边缘检测精度不足,导致接触角测量误差较大的问题,提出一种改进Canny-Devernay亚像素边缘检测算法。该算法对传统Canny算法进行改进,借助快速引导滤波替代高斯滤波,通过基于PLIP模型的四方向梯度算子计算梯度与方向,并采用一种局部最大类间方差法实现自适应阈值选择。将改进后的Canny算法与Devernay校正算法结合,最终实现亚像素级的边缘检测。实验证明,与传统Can-ny算法相比,改进后的算法在液滴边缘信息保留上更具优势。将基于该算法的接触角测量方法用接触角标准片检测时,其绝对误差和方差均值最低可达到0。010°与0。009°。
Research on contact angle measurement method based on improved Canny-Devernay sub-pixel edge detection algorithm
To solve the problem that traditional Canny algorithm is not accurate to detect the edge of a drop,which leads to a large contact angle measurement error,this paper proposes an improved Canny-Devernay subpixel edge de-tection algorithm.The algorithm improves traditional Canny algorithm by replaceing gaussian filter with fast-guided fil-ter,calculateing gradient and direction through the operator based on PLIP model,and adopting a local maximum inter-class variance method to achieve adaptive threshold selection.Finally,the improved Canny algorithm is combined with Devernay correction algorithm to realize sub-pixel edge detection.Experiments show that compared with the tradi-tional Canny algorithm,the improved algorithm has more advantages in retaining droplet edge information.When the contact angle measurement method based on this algorithm is detected with a contact angle standard chip,the absolute error and mean of variance can reach as low as 0.011°and 0.009°.

contact angle measurementimproved Canny algorithmDevernay correction algorithmsub-pixel edge detection

张毛迪、王军

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苏州科技大学电子与信息工程学院,江苏 苏州 215009

中国科学院长春光学精密机械与物理研究所,长春 130033

接触角测量 改进Canny算法 Devernay校正算法 亚像素边缘检测

2024

激光杂志
重庆市光学机械研究所

激光杂志

CSTPCD北大核心
影响因子:0.74
ISSN:0253-2743
年,卷(期):2024.45(12)