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A novel machine vision application for analysis and visualization of confocal microscopic images

机译:一种用于共焦显微图像分析和可视化的新型机器视觉应用

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摘要

In this paper, a novel machine vision application is presented for analyzing and visualizing confocal microscopy images of biological preparations. The proposed system is divided into three subsystems: a 3D curved surface extraction subsystem that generates 3D surfaces passing through selected key points in confocal image stacks; a 2D image projection subsystem that produces a flattened projection of the extracted curved surface; and an image mosaic subsystem that concatenates a series of image projections to form a view of an entire biological preparation. A combination of cubic interpolation and boundary matching is employed to reconstruct the 3D curved surface that passes through selected key points. The projection process integrates data fidelity and local smoothness constraints, producing a color or intensity projection along the desired 3D surface. Registration is achieved by aligning and minimizing the sum of the squared distances (SSD) between the intensities of the corresponding pixels. Two biological applications of the proposed system are reported to illustrate how the vision system could aid in biological research.
机译:在本文中,提出了一种新颖的机器视觉应用程序,用于分析和可视化生物制剂的共聚焦显微镜图像。拟议的系统分为三个子系统:3D曲面提取子系统,该子系统生成穿过共焦图像堆栈中选定关键点的3D曲面; 2D图像投影子系统,可对提取的曲面产生平坦的投影;图像拼接子系统将一系列图像投影连接起来,形成整个生物制剂的视图。三次插值和边界匹配的组合用于重建通过选定关键点的3D曲面。投影过程集成了数据保真度和局部平滑度约束,从而沿所需的3D表面生成颜色或强度投影。通过对齐并最小化相应像素强度之间的平方距离(SSD)之和来实现配准。报告了拟议系统的两个生物学应用,以说明视觉系统如何帮助生物学研究。

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