Tian Yingzhong, Hu Huijuan, Cui Haoyang, Yang Shouchen, Qi Ji, Xu Zhiming, Li Long
Appl Opt. 2017 Aug 1;56(22):6300-6310. doi: 10.1364/AO.56.006300.
Optical microscopy enables the observation of highly magnified objects and material structures on microsurfaces, but it can only acquire 2D images. In order to observe areal features more accurately and intuitively, 3D surface microtopography recovery has been applied to form a 3D surface model of an object from its 2D image sequence. In the 3D reconstruction of the focus evaluation operator, we have the gray variance operator, the gray-scale difference absolute sum operator, the Roberts gradient operator, the Tenengrad gradient operator, the improved Laplace operator, etc. There are two problems with these operators: one is that there is no difference between (x,y) and the gray scale of the pixel in the diagonal direction in the field and the other is that the window size of the focus evaluation operator is fixed, e.g., 3×3, 5×5, etc. Thus, the size of the window for each pixel in the image is the same, and the small window may not cover enough field information while being vulnerable to noise. Large windows can cover more information, but they may result in a smoothing phenomenon, which affects the accuracy of the model. Different pixels around the field have different pixel colors when the size of the window is not the same. Therefore, this paper proposes a modified omnidirectional Laplacian operator with an adaptive window to automatically adjust the size of the window according to the color difference within the window. This also takes into consideration the pixels in the diagonal direction. In addition, very comprehensive verification experiments proved the conclusions.
光学显微镜能够观察微表面上高度放大的物体和材料结构,但它只能获取二维图像。为了更准确、直观地观察区域特征,三维表面微观形貌恢复已被应用,以便从物体的二维图像序列中形成其三维表面模型。在聚焦评估算子的三维重建中,我们有灰度方差算子、灰度差绝对值和算子、罗伯茨梯度算子、泰恩格拉德梯度算子、改进的拉普拉斯算子等。这些算子存在两个问题:一是在视场中对角方向上(x,y)与像素灰度之间没有差异,另一个是聚焦评估算子的窗口大小是固定的,例如3×3、5×5等。因此,图像中每个像素的窗口大小相同,小窗口可能无法覆盖足够的视场信息,同时容易受到噪声影响。大窗口可以覆盖更多信息,但可能会导致平滑现象,从而影响模型的准确性。当窗口大小不同时,视场周围不同像素具有不同的像素颜色。因此,本文提出一种带自适应窗口的改进全向拉普拉斯算子,以根据窗口内的色差自动调整窗口大小。这也考虑了对角方向上的像素。此外,非常全面的验证实验证明了这些结论。